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contract." }, { "module": "docs/website/scripts/verify-llms-txt.js", "priority": "P1", "project": "dlt", "reason": "module complexity is 116.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "dlt/_workspace/cli/_pipeline_command.py", "priority": "P1", "project": "dlt", "reason": "pipeline_command complexity is 80.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "dlt/_workspace/cli/_init_command.py", "priority": "P1", "project": "dlt", "reason": "init_pipeline_at_destination complexity is 57.", "recommendation": "Split decision paths behind a smaller service or strategy contract." } ], "schema_version": 1, "summary": { "airbyte": { "avg_complexity": 6.72, "boundary_score": 100, "boundary_violation_count": 0, "boundary_violations": [], "complexity_score": 26, "di_score": 100, "direct_implementation_imports": 0, "god_unit_count": 298, "interface_density": 0.2179, "max_complexity": 154, "name": "Airbyte", "overall_score": 67, "p90_complexity": 14, "risk_count": 8, "risk_register": [ { "module": "airbyte-integrations/connectors/source-mssql/src/main/kotlin/io/airbyte/integrations/source/mssql/MsSqlServerDebeziumOperations.kt", "priority": "P1", "project": "airbyte", "reason": "module complexity is 154.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "airbyte-integrations/connectors/source-postgres/src/main/kotlin/io/airbyte/integrations/source/postgres/cdc/PostgresCustomConverter.kt", "priority": "P1", "project": "airbyte", "reason": "module complexity is 143.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "airbyte-integrations/connectors/source-mysql/src/main/kotlin/io/airbyte/integrations/source/mysql/MySqlSourceJdbcPartitionFactory.kt", "priority": "P1", "project": "airbyte", "reason": "module complexity is 136.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "airbyte-cdk/bulk/toolkits/legacy-task-loader/src/main/kotlin/io/airbyte/cdk/load/message/DestinationMessage.kt", "priority": "P1", "project": "airbyte", "reason": "module complexity is 123.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "airbyte-integrations/connectors/source-mssql/src/main/kotlin/io/airbyte/integrations/source/mssql/MsSqlServerJdbcPartition.kt", "priority": "P1", "project": "airbyte", "reason": "module complexity is 123.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "airbyte-cdk/bulk/toolkits/extract-cdc/src/main/kotlin/io/airbyte/cdk/read/cdc/CdcPartitionReader.kt", "priority": "P1", "project": "airbyte", "reason": "module complexity is 116.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "airbyte-cdk/java/airbyte-cdk/db-sources/src/main/kotlin/io/airbyte/cdk/integrations/source/jdbc/AbstractJdbcSource.kt", "priority": "P1", "project": "airbyte", "reason": "module complexity is 110.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "airbyte-integrations/connectors/source-mssql/src/main/kotlin/io/airbyte/integrations/source/mssql/MsSqlSourceMetadataQuerier.kt", "priority": "P1", "project": "airbyte", "reason": "module complexity is 110.", "recommendation": "Split decision paths behind a smaller service or strategy contract." } ], "status": "watch", "top_complex_units": [ { "complexity": 154, "kind": "module", "line": 1, "module": "airbyte-integrations/connectors/source-mssql/src/main/kotlin/io/airbyte/integrations/source/mssql/MsSqlServerDebeziumOperations.kt", "unit": "module" }, { "complexity": 143, "kind": "module", "line": 1, "module": "airbyte-integrations/connectors/source-postgres/src/main/kotlin/io/airbyte/integrations/source/postgres/cdc/PostgresCustomConverter.kt", "unit": "module" }, { "complexity": 136, "kind": "module", "line": 1, "module": "airbyte-integrations/connectors/source-mysql/src/main/kotlin/io/airbyte/integrations/source/mysql/MySqlSourceJdbcPartitionFactory.kt", "unit": "module" }, { "complexity": 123, "kind": "module", "line": 1, "module": "airbyte-cdk/bulk/toolkits/legacy-task-loader/src/main/kotlin/io/airbyte/cdk/load/message/DestinationMessage.kt", "unit": "module" }, { "complexity": 123, "kind": "module", "line": 1, "module": "airbyte-integrations/connectors/source-mssql/src/main/kotlin/io/airbyte/integrations/source/mssql/MsSqlServerJdbcPartition.kt", "unit": "module" }, { "complexity": 116, "kind": "module", "line": 1, "module": "airbyte-cdk/bulk/toolkits/extract-cdc/src/main/kotlin/io/airbyte/cdk/read/cdc/CdcPartitionReader.kt", "unit": "module" }, { "complexity": 110, "kind": "module", "line": 1, "module": "airbyte-cdk/java/airbyte-cdk/db-sources/src/main/kotlin/io/airbyte/cdk/integrations/source/jdbc/AbstractJdbcSource.kt", "unit": "module" }, { "complexity": 110, "kind": "module", "line": 1, "module": "airbyte-integrations/connectors/source-mssql/src/main/kotlin/io/airbyte/integrations/source/mssql/MsSqlSourceMetadataQuerier.kt", "unit": "module" }, { "complexity": 102, "kind": "module", "line": 1, "module": "airbyte-cdk/java/airbyte-cdk/s3-destinations/src/main/kotlin/io/airbyte/cdk/integrations/destination/s3/avro/JsonToAvroSchemaConverter.kt", "unit": "module" }, { "complexity": 101, "kind": "module", "line": 1, "module": "airbyte-cdk/bulk/toolkits/extract-jdbc/src/main/kotlin/io/airbyte/cdk/discover/JdbcMetadataQuerier.kt", "unit": "module" } ] }, "apache-hop": { "avg_complexity": 23.85, "boundary_score": 100, "boundary_violation_count": 0, "boundary_violations": [], "complexity_score": 5, "di_score": 100, "direct_implementation_imports": 0, "god_unit_count": 1066, "interface_density": 0.1822, "max_complexity": 1135, "name": "Apache Hop", "overall_score": 57, "p90_complexity": 55, "risk_count": 8, "risk_register": [ { "module": "core/src/main/java/org/apache/hop/core/row/value/ValueMetaBase.java", "priority": "P1", "project": "apache-hop", "reason": "module complexity is 1135.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "ui/src/main/java/org/apache/hop/ui/hopgui/file/pipeline/HopGuiPipelineGraph.java", "priority": "P1", "project": "apache-hop", "reason": "module complexity is 814.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "core/src/main/java/org/apache/hop/core/database/Database.java", "priority": "P1", "project": "apache-hop", "reason": "module complexity is 789.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "ui/src/main/java/org/apache/hop/ui/hopgui/file/workflow/HopGuiWorkflowGraph.java", "priority": "P1", "project": "apache-hop", "reason": "module complexity is 643.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "ui/src/main/java/org/apache/hop/ui/hopgui/perspective/explorer/ExplorerPerspective.java", "priority": "P1", "project": "apache-hop", "reason": "module complexity is 615.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "ui/src/main/java/org/apache/hop/ui/core/widget/TableView.java", "priority": "P1", "project": "apache-hop", "reason": "module complexity is 601.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "plugins/transforms/javascript/src/main/java/org/apache/hop/pipeline/transforms/javascript/ScriptValuesAddedFunctions.java", "priority": "P1", "project": "apache-hop", "reason": "module complexity is 567.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "engine/src/main/java/org/apache/hop/pipeline/PipelineMeta.java", "priority": "P1", "project": "apache-hop", "reason": "module complexity is 480.", "recommendation": "Split decision paths behind a smaller service or strategy contract." } ], "status": "risk", "top_complex_units": [ { "complexity": 1135, "kind": "module", "line": 1, "module": "core/src/main/java/org/apache/hop/core/row/value/ValueMetaBase.java", "unit": "module" }, { "complexity": 814, "kind": "module", "line": 1, "module": "ui/src/main/java/org/apache/hop/ui/hopgui/file/pipeline/HopGuiPipelineGraph.java", "unit": "module" }, { "complexity": 789, "kind": "module", "line": 1, "module": "core/src/main/java/org/apache/hop/core/database/Database.java", "unit": "module" }, { "complexity": 643, "kind": "module", "line": 1, "module": "ui/src/main/java/org/apache/hop/ui/hopgui/file/workflow/HopGuiWorkflowGraph.java", "unit": "module" }, { "complexity": 615, "kind": "module", "line": 1, "module": "ui/src/main/java/org/apache/hop/ui/hopgui/perspective/explorer/ExplorerPerspective.java", "unit": "module" }, { "complexity": 601, "kind": "module", "line": 1, "module": "ui/src/main/java/org/apache/hop/ui/core/widget/TableView.java", "unit": "module" }, { "complexity": 567, "kind": "module", "line": 1, "module": "plugins/transforms/javascript/src/main/java/org/apache/hop/pipeline/transforms/javascript/ScriptValuesAddedFunctions.java", "unit": "module" }, { "complexity": 480, "kind": "module", "line": 1, "module": "engine/src/main/java/org/apache/hop/pipeline/PipelineMeta.java", "unit": "module" }, { "complexity": 465, "kind": "module", "line": 1, "module": "core/src/main/java/org/apache/hop/core/Const.java", "unit": "module" }, { "complexity": 431, "kind": "module", "line": 1, "module": "engine/src/main/java/org/apache/hop/pipeline/Pipeline.java", "unit": "module" } ] }, "dlt": { "avg_complexity": 4.16, "boundary_score": 0, "boundary_violation_count": 31, "boundary_violations": [ { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/_adbc_jobs.py", "severity": "warning", "target": "dlt.destinations.job_client_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/impl/athena/athena.py", "severity": "warning", "target": "dlt.destinations.job_client_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/impl/athena/athena.py", "severity": "warning", "target": "dlt.destinations.job_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/impl/bigquery/bigquery.py", "severity": "warning", "target": "dlt.destinations.job_client_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/impl/bigquery/bigquery.py", "severity": "warning", "target": "dlt.destinations.job_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/impl/clickhouse/clickhouse.py", "severity": "warning", "target": "dlt.destinations.job_client_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/impl/clickhouse/clickhouse.py", "severity": "warning", "target": "dlt.destinations.job_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/impl/databricks/databricks.py", "severity": "warning", "target": "dlt.destinations.job_client_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/impl/databricks/databricks.py", "severity": "warning", "target": "dlt.destinations.job_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "dlt/destinations/impl/destination/destination.py", "severity": "warning", "target": "dlt.destinations.job_impl" } ], "complexity_score": 51, "di_score": 65, "direct_implementation_imports": 31, "god_unit_count": 57, "interface_density": 0.1286, "max_complexity": 143, "name": "dlt", "overall_score": 36, "p90_complexity": 9, "risk_count": 8, "risk_register": [ { "module": "docs/website/plugins/llms-txt.js", "priority": "P1", "project": "dlt", "reason": "module complexity is 143.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "docs/website/scripts/verify-llms-txt.js", "priority": "P1", "project": "dlt", "reason": "module complexity is 116.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "dlt/_workspace/cli/_pipeline_command.py", "priority": "P1", "project": "dlt", "reason": "pipeline_command complexity is 80.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "dlt/_workspace/cli/_init_command.py", "priority": "P1", "project": "dlt", "reason": "init_pipeline_at_destination complexity is 57.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "dlt/destinations/impl/databricks/databricks.py", "priority": "P1", "project": "dlt", "reason": "_get_table_update_sql complexity is 47.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "dlt/common/schema/migrations.py", "priority": "P1", "project": "dlt", "reason": "migrate_schema complexity is 45.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "dlt/common/validation.py", "priority": "P1", "project": "dlt", "reason": "validate_dict complexity is 45.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "dlt/extract/hints.py", "priority": "P1", "project": "dlt", "reason": "apply_hints complexity is 43.", "recommendation": "Split decision paths behind a smaller service or strategy contract." } ], "status": "risk", "top_complex_units": [ { "complexity": 143, "kind": "module", "line": 1, "module": "docs/website/plugins/llms-txt.js", "unit": "module" }, { "complexity": 116, "kind": "module", "line": 1, "module": "docs/website/scripts/verify-llms-txt.js", "unit": "module" }, { "complexity": 80, "kind": "function", "line": 63, "module": "dlt/_workspace/cli/_pipeline_command.py", "unit": "pipeline_command" }, { "complexity": 57, "kind": "function", "line": 123, "module": "dlt/_workspace/cli/_init_command.py", "unit": "init_pipeline_at_destination" }, { "complexity": 47, "kind": "function", "line": 675, "module": "dlt/destinations/impl/databricks/databricks.py", "unit": "_get_table_update_sql" }, { "complexity": 45, "kind": "function", "line": 41, "module": "dlt/common/schema/migrations.py", "unit": "migrate_schema" }, { "complexity": 45, "kind": "function", "line": 29, "module": "dlt/common/validation.py", "unit": "validate_dict" }, { "complexity": 43, "kind": "function", "line": 441, "module": "dlt/extract/hints.py", "unit": "apply_hints" }, { "complexity": 41, "kind": "function", "line": 23, "module": "dlt/destinations/impl/databricks/databricks_adapter.py", "unit": "databricks_adapter" }, { "complexity": 41, "kind": "function", "line": 416, "module": "dlt/extract/incremental/transform.py", "unit": "__call__" } ] }, "dpone": { "avg_complexity": 3.8, "boundary_score": 60, "boundary_violation_count": 4, "boundary_violations": [ { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "src/dpone/dag/dag_report.py", "severity": "warning", "target": "dpone.dag.dag_report_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "src/dpone/manifest/batch_loader.py", "severity": "warning", "target": "dpone.manifest.batch_compiler_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "src/dpone/manifest/explain.py", "severity": "warning", "target": "dpone.manifest.batch_compiler_impl" }, { "kind": "direct_implementation_import", "message": "Concrete implementation import bypasses a thin port or factory contract.", "path": "src/dpone/manifest/explain_trace.py", "severity": "warning", "target": "dpone.manifest.batch_compiler_impl" } ], "complexity_score": 55, "di_score": 65, "direct_implementation_imports": 4, "god_unit_count": 77, "interface_density": 0.2572, "max_complexity": 77, "name": "dpone", "overall_score": 59, "p90_complexity": 8, "risk_count": 8, "risk_register": [ { "module": "src/dpone/commands/dag/list_edges_cmd.py", "priority": "P1", "project": "dpone", "reason": "cmd_dag_list_edges complexity is 77.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "src/dpone/cli_render/manifest/explain.py", "priority": "P1", "project": "dpone", "reason": "render_manifest_explain_text complexity is 58.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "src/dpone/dag/load_config_builder.py", "priority": "P1", "project": "dpone", "reason": "build complexity is 56.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "src/dpone/manifest/validation_rules.py", "priority": "P1", "project": "dpone", "reason": "_validate_process complexity is 53.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "src/dpone/runtime/etl_logging/clickhouse_validation.py", "priority": "P1", "project": "dpone", "reason": "validate_clickhouse_rows complexity is 46.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "tools/oss_benchmark/pr_summary.py", "priority": "P1", "project": "dpone", "reason": "render_pr_summary complexity is 45.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "src/dpone/manifest/validation_profiles.py", "priority": "P1", "project": "dpone", "reason": "_profile_from_manifest complexity is 43.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "src/dpone/commands/dag/subgraph_cmd.py", "priority": "P1", "project": "dpone", "reason": "cmd_dag_subgraph complexity is 41.", "recommendation": "Split decision paths behind a smaller service or strategy contract." } ], "status": "risk", "top_complex_units": [ { "complexity": 77, "kind": "function", "line": 113, "module": "src/dpone/commands/dag/list_edges_cmd.py", "unit": "cmd_dag_list_edges" }, { "complexity": 58, "kind": "function", "line": 15, "module": "src/dpone/cli_render/manifest/explain.py", "unit": "render_manifest_explain_text" }, { "complexity": 56, "kind": "function", "line": 34, "module": "src/dpone/dag/load_config_builder.py", "unit": "build" }, { "complexity": 53, "kind": "function", "line": 110, "module": "src/dpone/manifest/validation_rules.py", "unit": "_validate_process" }, { "complexity": 46, "kind": "function", "line": 127, "module": "src/dpone/runtime/etl_logging/clickhouse_validation.py", "unit": "validate_clickhouse_rows" }, { "complexity": 45, "kind": "function", "line": 30, "module": "tools/oss_benchmark/pr_summary.py", "unit": "render_pr_summary" }, { "complexity": 43, "kind": "function", "line": 65, "module": "src/dpone/manifest/validation_profiles.py", "unit": "_profile_from_manifest" }, { "complexity": 41, "kind": "function", "line": 83, "module": "src/dpone/commands/dag/subgraph_cmd.py", "unit": "cmd_dag_subgraph" }, { "complexity": 36, "kind": "function", "line": 38, "module": "src/dpone/cli_render/manifest/common.py", "unit": "render_post_parse_text" }, { "complexity": 36, "kind": "function", "line": 88, "module": "src/dpone/runtime/bulk_options.py", "unit": "resolve" } ] }, "pentaho-kettle": { "avg_complexity": 26.23, "boundary_score": 100, "boundary_violation_count": 0, "boundary_violations": [], "complexity_score": 5, "di_score": 100, "direct_implementation_imports": 0, "god_unit_count": 1150, "interface_density": 0.7406, "max_complexity": 1508, "name": "Pentaho Kettle", "overall_score": 57, "p90_complexity": 63, "risk_count": 8, "risk_register": [ { "module": "ui/src/main/java/org/pentaho/di/ui/spoon/Spoon.java", "priority": "P1", "project": "pentaho-kettle", "reason": "module complexity is 1508.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "core/src/main/java/org/pentaho/di/core/row/value/ValueMetaBase.java", "priority": "P1", "project": "pentaho-kettle", "reason": "module complexity is 1132.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "engine/src/main/java/org/pentaho/di/trans/TransMeta.java", "priority": "P1", "project": "pentaho-kettle", "reason": "module complexity is 1031.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "core/src/main/java/org/pentaho/di/core/database/Database.java", "priority": "P1", "project": "pentaho-kettle", "reason": "module complexity is 946.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "engine/src/main/java/org/pentaho/di/trans/Trans.java", "priority": "P1", "project": "pentaho-kettle", "reason": "module complexity is 876.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "ui/src/main/java/org/pentaho/di/ui/spoon/trans/TransGraph.java", "priority": "P1", "project": "pentaho-kettle", "reason": "module complexity is 681.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "core/src/main/java/org/pentaho/di/compatibility/Value.java", "priority": "P1", "project": "pentaho-kettle", "reason": "module complexity is 620.", "recommendation": "Split decision paths behind a smaller service or strategy contract." }, { "module": "engine/src/main/java/org/pentaho/di/trans/steps/scriptvalues_mod/ScriptValuesAddedFunctions.java", "priority": "P1", "project": "pentaho-kettle", "reason": "module complexity is 574.", "recommendation": "Split decision paths behind a smaller service or strategy contract." } ], "status": "risk", "top_complex_units": [ { "complexity": 1508, "kind": "module", "line": 1, "module": "ui/src/main/java/org/pentaho/di/ui/spoon/Spoon.java", "unit": "module" }, { "complexity": 1132, "kind": "module", "line": 1, "module": "core/src/main/java/org/pentaho/di/core/row/value/ValueMetaBase.java", "unit": "module" }, { "complexity": 1031, "kind": "module", "line": 1, "module": "engine/src/main/java/org/pentaho/di/trans/TransMeta.java", "unit": "module" }, { "complexity": 946, "kind": "module", "line": 1, "module": "core/src/main/java/org/pentaho/di/core/database/Database.java", "unit": "module" }, { "complexity": 876, "kind": "module", "line": 1, "module": "engine/src/main/java/org/pentaho/di/trans/Trans.java", "unit": "module" }, { "complexity": 681, "kind": "module", "line": 1, "module": "ui/src/main/java/org/pentaho/di/ui/spoon/trans/TransGraph.java", "unit": 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"kind": "complexity", "last_updated_at": "2026-06-30T15:36:13+00:00", "metrics": { "avg_complexity": 4.76, "files": 3062, "max_complexity": 173.0 }, "project": "sling", "refresh_attempted_at": "2026-06-30T15:36:13+00:00", "status": "fresh", "tool": "lizard", "version": null } ], "feature_parity": { "dimensions": [ { "enterprise_value": "coverage across source and sink systems", "label": "Connector breadth and SDK", "slug": "connectors", "weight": 3 }, { "enterprise_value": "low-latency, low-load replication", "label": "CDC and incremental capture", "slug": "cdc_incremental", "weight": 3 }, { "enterprise_value": "safe source changes without rewrites", "label": "Schema evolution and drift", "slug": "schema_evolution", "weight": 3 }, { "enterprise_value": "repeatable operational execution", "label": "Orchestration and scheduling", "slug": "orchestration", "weight": 2 }, { "enterprise_value": "failure recovery without duplicate loads", "label": "Retry, resume, and recovery", "slug": "retry_resume", "weight": 3 }, { "enterprise_value": "diagnostics, SLOs, and audit trails", "label": "Observability and run evidence", "slug": "observability", "weight": 3 }, { "enterprise_value": "trust, impact analysis, and governance", "label": "Lineage and catalog", "slug": "lineage_catalog", "weight": 2 }, { "enterprise_value": "enterprise controls", "label": "Governance, security, and secrets", "slug": "governance_security", "weight": 3 }, { "enterprise_value": "cloud, self-managed, hybrid, embedded, or local", "label": "Deployment modes", "slug": "deployment_modes", "weight": 2 }, { "enterprise_value": "release-grade proof", "label": "Certification evidence", "slug": "certification_evidence", "weight": 3 } ], "entries": [ { "dimension": "connectors", "evidence": "Runtime connectors, connector SDK, and certification docs are first-class.", "level": "supported", "sources": [ "docs/connectors.md", "docs/connector-sdk.md" ], "tool": "dpone" }, { "dimension": "cdc_incremental", "evidence": "CDC readers, replay planning, commit gates, retention guidance, and state-safe replay are documented.", "level": "native", "sources": [ "docs/cdc.md", "docs/orchestration.md", "docs/release-evidence.md" ], "tool": "dpone" }, { "dimension": "schema_evolution", "evidence": "Schema contracts, online evolution, physical DDL apply, and release governance are documented.", "level": "native", "sources": [ "docs/schema-evolution.md", "docs/physical-ddl-apply.md", "docs/industrial-readiness.md" ], "tool": "dpone" }, { "dimension": "orchestration", "evidence": "Canonical orchestration service provides locks, retry handoff, resume policy, and run reports.", "level": "native", "sources": [ "docs/orchestration.md", "src/dpone/orchestration/run.py" ], "tool": "dpone" }, { "dimension": "retry_resume", "evidence": "Resume policies, release evidence, partition checkpoints, and CDC replay gates are documented.", "level": "native", "sources": [ "docs/orchestration.md", "docs/cdc.md", "docs/release-evidence.md" ], "tool": "dpone" }, { "dimension": "observability", "evidence": "Runtime observability, metrics export, SLO smoke, and evidence artifacts are documented.", "level": "native", "sources": [ "docs/observability.md", "docs/release-evidence.md" ], "tool": "dpone" }, { "dimension": "lineage_catalog", "evidence": "Load lineage, dbt/OpenLineage export, and run registry evidence are part of the platform.", "level": "native", "sources": [ "docs/load-lineage.md", "docs/lineage.md" ], "tool": "dpone" }, { "dimension": "governance_security", "evidence": "Evidence chains, artifact indexes, secret policy, and industrial readiness gates are documented.", "level": "native", "sources": [ "docs/ci-cd.md", "docs/industrial-readiness.md", "docs/appsflyer-rollout.md" ], "tool": "dpone" }, { "dimension": "deployment_modes", "evidence": "Deployment profiles target local, Docker, Kubernetes-style handoff, and scheduler integration.", "level": "supported", "sources": [ "src/dpone/ops/deploy_profiles.py", "docs/ci-cd.md" ], "tool": "dpone" }, { "dimension": "certification_evidence", "evidence": "Connector, strategy, CDC, industrial readiness, and benchmark evidence gates are first-class artifacts.", "level": "native", "sources": [ "docs/certification-suite.md", "docs/connector-certification.md", "docs/industrial-readiness.md" ], "tool": "dpone" }, { "dimension": "connectors", "evidence": "Broad connector platform and connector development surfaces are public.", "level": "strong", "sources": [ "https://docs.airbyte.com/platform/connector-development/connector-breaking-changes" ], "tool": "airbyte" }, { "dimension": "cdc_incremental", "evidence": "Airbyte documents Change Data Capture and CDC best practices.", "level": "native", "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc", "https://docs.airbyte.com/platform/understanding-airbyte/cdc-best-practices" ], "tool": "airbyte" }, { "dimension": "schema_evolution", "evidence": "Airbyte documents schema change management and refresh detection.", "level": "native", "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management" ], "tool": "airbyte" }, { "dimension": "orchestration", "evidence": "Connections can be scheduled and orchestrated through platform/API surfaces.", "level": "supported", "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management" ], "tool": "airbyte" }, { "dimension": "retry_resume", "evidence": "Operational sync state and retries are platform concerns, with CDC snapshots documented.", "level": "supported", "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "observability", "evidence": "Airbyte exposes sync status, logs, and platform monitoring surfaces.", "level": "supported", "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management" ], "tool": "airbyte" }, { "dimension": "lineage_catalog", "evidence": "Lineage and catalog posture usually depends on downstream integrations.", "level": "external", "sources": [ "https://docs.airbyte.com/platform/connector-development/connector-breaking-changes" ], "tool": "airbyte" }, { "dimension": "governance_security", "evidence": "Governance and security are strongest in paid/enterprise platform tiers.", "level": "supported", "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc-best-practices" ], "tool": "airbyte" }, { "dimension": "deployment_modes", "evidence": "Cloud and self-managed deployment options are part of the platform positioning.", "level": "strong", "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc-best-practices" ], "tool": "airbyte" }, { "dimension": "certification_evidence", "evidence": "Connector and platform tests exist, but release-grade evidence chains are not the product surface.", "level": "partial", "sources": [ "https://docs.airbyte.com/platform/connector-development/connector-breaking-changes" ], "tool": "airbyte" }, { "dimension": "connectors", "evidence": "dlt provides source and destination abstractions for Python pipelines.", "level": "supported", "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "cdc_incremental", "evidence": "dlt documents incremental loading, but not broad managed log-based CDC.", "level": "partial", "sources": [ "https://dlthub.com/docs/general-usage/incremental-loading" ], "tool": "dlt" }, { "dimension": "schema_evolution", "evidence": "dlt documents automatic schema inference and evolution.", "level": "native", "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "orchestration", "evidence": "Orchestration is typically delegated to Python schedulers or workflow systems.", "level": "external", "sources": [ "https://dlthub.com/docs/general-usage/incremental-loading" ], "tool": "dlt" }, { "dimension": "retry_resume", "evidence": "Incremental state helps recovery, but enterprise recovery evidence is external.", "level": "partial", "sources": [ "https://dlthub.com/docs/general-usage/incremental-loading" ], "tool": "dlt" }, { "dimension": "observability", "evidence": "Library-level diagnostics exist, while SLO/evidence governance is external.", "level": "partial", "sources": [ "https://dlthub.com/docs/general-usage/incremental-loading" ], "tool": "dlt" }, { "dimension": "lineage_catalog", "evidence": "Lineage/catalog typically depends on integrations and downstream tools.", "level": "external", "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "governance_security", "evidence": "Security and governance are runtime-environment responsibilities.", "level": "external", "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "deployment_modes", "evidence": "Runs wherever Python runs, with deployment owned by the operator.", "level": "supported", "sources": [ "https://dlthub.com/docs/general-usage/incremental-loading" ], "tool": "dlt" }, { "dimension": "certification_evidence", "evidence": "No first-class release evidence chain is visible in public product docs.", "level": "not_detected", "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "connectors", "evidence": "Pentaho exposes a large transformation step catalog.", "level": "strong", "sources": [ "https://docs.pentaho.com/pdia-data-integration/pdi-transformation-steps-reference-overview" ], "tool": "pentaho-kettle" }, { "dimension": "cdc_incremental", "evidence": "Real-time/CDC patterns are possible but are not a modern managed CDC core in OSS Kettle.", "level": "partial", "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "schema_evolution", "evidence": "Schema changes are usually handled through transformation design and metadata.", "level": "partial", "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "orchestration", "evidence": "Jobs, transformations, schedules, repositories, and Carte execution are documented.", "level": "native", "sources": [ "https://docs.pentaho.com/pdia-data-integration/10.2-data-integration/schedule-perspective-in-the-pdi-client/schedule-a-transformation-or-job", "https://docs.pentaho.com/pdia-data-integration/10.2-data-integration/advanced-topics-pentaho-data-integration-overview/use-carte-clusters/run-transformations-and-jobs-from-the-repository-on-the-carte-server" ], "tool": "pentaho-kettle" }, { "dimension": "retry_resume", "evidence": "Operational retry/recovery is job design and repository/server dependent.", "level": "partial", "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "observability", "evidence": "Step metrics and logs are part of transformation execution.", "level": "supported", "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "lineage_catalog", "evidence": "Automatic documentation and repository metadata exist, but catalog lineage is not the OSS core focus.", "level": "partial", "sources": [ "https://docs.pentaho.com/pdia-data-integration/pdi-transformation-steps-reference-overview" ], "tool": "pentaho-kettle" }, { "dimension": "governance_security", "evidence": "Repository-backed enterprise deployments are documented.", "level": "supported", "sources": [ "https://docs.pentaho.com/pdia-data-integration/9.3-data-integration/use-a-pentaho-repository-in-pdi" ], "tool": "pentaho-kettle" }, { "dimension": "deployment_modes", "evidence": "Desktop, repository, server, and Carte execution patterns are documented.", "level": "supported", "sources": [ "https://docs.pentaho.com/pdia-data-integration/10.2-data-integration/advanced-topics-pentaho-data-integration-overview/use-carte-clusters/run-transformations-and-jobs-from-the-repository-on-the-carte-server" ], "tool": "pentaho-kettle" }, { "dimension": "certification_evidence", "evidence": "No first-class release evidence chain is visible in public docs.", "level": "not_detected", "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "connectors", "evidence": "Hop is metadata-driven and plugin-oriented, with database plugins and SDK surfaces.", "level": "strong", "sources": [ "https://hop.apache.org/", "https://hop.apache.org/manual/latest/database/databases.html" ], "tool": "apache-hop" }, { "dimension": "cdc_incremental", "evidence": "CDC-style workloads depend on plugins and pipeline design rather than a managed CDC core.", "level": "partial", "sources": [ "https://hop.apache.org/manual/latest/pipeline/transforms/metainject.html" ], "tool": "apache-hop" }, { "dimension": "schema_evolution", "evidence": "Metadata injection supports dynamic runtime configuration, but schema evolution is design-driven.", "level": "partial", "sources": [ "https://hop.apache.org/manual/latest/pipeline/transforms/metainject.html" ], "tool": "apache-hop" }, { "dimension": "orchestration", "evidence": "Hop SDK documents workflow and pipeline metadata loading and execution.", "level": "native", "sources": [ "https://hop.apache.org/dev-manual/latest/sdk/hop-sdk.html" ], "tool": "apache-hop" }, { "dimension": "retry_resume", "evidence": "Workflow execution can model recovery, but evidence-grade recovery gates are external.", "level": "partial", "sources": [ "https://hop.apache.org/dev-manual/latest/sdk/hop-sdk.html" ], "tool": "apache-hop" }, { "dimension": "observability", "evidence": "Execution Information Location supports storing execution metadata.", "level": "native", "sources": [ "https://hop.apache.org/manual/latest/metadata-types/execution-information-location.html", "https://hop.apache.org/manual/latest/metadata-types/index.html" ], "tool": "apache-hop" }, { "dimension": "lineage_catalog", "evidence": "Metadata and execution information help inspection, but full catalog lineage is integration-dependent.", "level": "partial", "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html" ], "tool": "apache-hop" }, { "dimension": "governance_security", "evidence": "Project metadata supports governance patterns, but enterprise controls are operator-owned.", "level": "partial", "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "deployment_modes", "evidence": "Hop metadata can run through GUI, CLI/server, embedded Java, and multiple engines.", "level": "strong", "sources": [ "https://hop.apache.org/dev-manual/latest/sdk/hop-sdk.html" ], "tool": "apache-hop" }, { "dimension": "certification_evidence", "evidence": "No first-class release evidence chain is visible in public docs.", "level": "not_detected", "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html" ], "tool": "apache-hop" }, { "dimension": "connectors", "evidence": "Sling positions database and file connections as a CLI-first data movement surface.", "level": "strong", "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "cdc_incremental", "evidence": "Replication-oriented workflows are visible, but managed log-based CDC is not evidenced as the OSS core.", "level": "partial", "sources": [ "https://github.com/slingdata-io/sling-cli" ], "tool": "sling" }, { "dimension": "schema_evolution", "evidence": "Schema handling is part of data movement workflows, while governed compatibility policy is external.", "level": "partial", "sources": [ "https://github.com/slingdata-io/sling-cli" ], "tool": "sling" }, { "dimension": "orchestration", "evidence": "The CLI is scheduler-friendly, with orchestration typically delegated to CI, cron, Airflow, or operators.", "level": "external", "sources": [ "https://github.com/slingdata-io/sling-cli" ], "tool": "sling" }, { "dimension": "retry_resume", "evidence": "CLI execution can be retried operationally, but auditable resume guarantees are not a first-class surface.", "level": "partial", "sources": [ "https://github.com/slingdata-io/sling-cli" ], "tool": "sling" }, { "dimension": "observability", "evidence": "CLI output and run logs support diagnosis, while evidence-grade observability remains operator-owned.", "level": "partial", "sources": [ "https://github.com/slingdata-io/sling-cli" ], "tool": "sling" }, { "dimension": "lineage_catalog", "evidence": "Lineage and catalog integration are not visible as the core OSS product surface.", "level": "external", "sources": [ "https://github.com/slingdata-io/sling-cli" ], "tool": "sling" }, { "dimension": "governance_security", "evidence": "Secrets, policy gates, and enterprise governance are primarily deployment-environment responsibilities.", "level": "external", "sources": [ "https://github.com/slingdata-io/sling-cli" ], "tool": "sling" }, { "dimension": "deployment_modes", "evidence": "A CLI-first binary/runtime can be embedded in local, CI/CD, scheduler, and container workflows.", "level": "strong", "sources": [ "https://github.com/slingdata-io/sling-cli" ], "tool": "sling" }, { "dimension": "certification_evidence", "evidence": "No first-class release evidence chain is visible in public product docs.", "level": "not_detected", "sources": [ "https://github.com/slingdata-io/sling-cli" ], "tool": "sling" }, { "dimension": "connectors", "evidence": "Fivetran positions connectors as fully managed data integration.", "level": "managed", "sources": [ "https://www.fivetran.com/connectors/drift" ], "tool": "fivetran" }, { "dimension": "cdc_incremental", "evidence": "Database connector docs describe initial sync and continuous replication patterns.", "level": "managed", "sources": [ "https://fivetran.com/docs/connectors/databases/sql-server" ], "tool": "fivetran" }, { "dimension": "schema_evolution", "evidence": "Fivetran docs cover schema configuration, re-sync, schema drift, and hashing/blocking columns.", "level": "managed", "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/getting-started/fivetran-dashboard/connectors/schema" ], "tool": "fivetran" }, { "dimension": "orchestration", "evidence": "Managed sync scheduling and connector operation are product features.", "level": "managed", "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "retry_resume", "evidence": "Retry/recovery is handled as part of the managed service operating model.", "level": "managed", "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "observability", "evidence": "Managed connector operation exposes dashboard-driven sync state and operational controls.", "level": "managed", "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "lineage_catalog", "evidence": "Lineage and catalog posture usually depends on destination and partner integrations.", "level": "partial", "sources": [ "https://fivetran.com/docs/getting-started/fivetran-dashboard/connectors/schema" ], "tool": "fivetran" }, { "dimension": "governance_security", "evidence": "Schema controls include excluding tables, blocking columns, and hashing columns.", "level": "managed", "sources": [ "https://fivetran.com/docs/getting-started/fivetran-dashboard/connectors/schema" ], "tool": "fivetran" }, { "dimension": "deployment_modes", "evidence": "SaaS and Hybrid deployment models are documented for connectors.", "level": "strong", "sources": [ "https://fivetran.com/docs/connectors/applications/drift" ], "tool": "fivetran" }, { "dimension": "certification_evidence", "evidence": "Managed service evidence is operational, not a repository-local auditable release evidence chain.", "level": "partial", "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "connectors", "evidence": "IDMC positions end-to-end cloud data management and integration services.", "level": "managed", "sources": [ "https://www.informatica.com/download.html" ], "tool": "informatica" }, { "dimension": "cdc_incremental", "evidence": "Enterprise integration products include database and data replication patterns.", "level": "managed", "sources": [ "https://www.informatica.com/download.html" ], "tool": "informatica" }, { "dimension": "schema_evolution", "evidence": "Enterprise data integration and quality services cover data structure management.", "level": "managed", "sources": [ "https://www.informatica.com/download.html" ], "tool": "informatica" }, { "dimension": "orchestration", "evidence": "IDMC provides enterprise integration orchestration services.", "level": "managed", "sources": [ "https://www.informatica.com/download.html" ], "tool": "informatica" }, { "dimension": "retry_resume", "evidence": "Operational recovery is part of the managed enterprise integration platform.", "level": "managed", "sources": [ "https://www.informatica.com/download.html" ], "tool": "informatica" }, { "dimension": "observability", "evidence": "Data Quality & Observability is part of Informatica's governance/catalog positioning.", "level": "managed", "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "lineage_catalog", "evidence": "Informatica positions automated, end-to-end data lineage and Cloud Data Governance and Catalog.", "level": "managed", "sources": [ "https://www.informatica.com/products/data-catalog/data-lineage.html", "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "governance_security", "evidence": "Governance, catalog, data quality, access management, and marketplace are part of IDMC positioning.", "level": "managed", "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "deployment_modes", "evidence": "IDMC is positioned as cloud-native enterprise data management.", "level": "strong", "sources": [ "https://www.informatica.com/download.html" ], "tool": "informatica" }, { "dimension": "certification_evidence", "evidence": "Enterprise governance evidence exists, but no repository-local auditable release evidence chain is public.", "level": "partial", "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" } ], "levels": { "external": 1, "managed": 3, "native": 3, "not_detected": 0, "partial": 1, "strong": 3, "supported": 2 }, "methodology": "Evidence-bounded feature comparison from public official documentation and local dpone docs. Scores are qualitative product-surface indicators, not performance benchmarks or commercial claims.", "schema_version": 1, "summary": { "airbyte": { "band": "strong", "code_comparable": true, "comparator_note": "open-source code and public docs", "name": "Airbyte", "native_or_managed_capabilities": 4, "score": 74 }, "apache-hop": { "band": "focused", "code_comparable": true, "comparator_note": "open-source platform and public docs", "name": "Apache Hop", "native_or_managed_capabilities": 4, "score": 54 }, "dlt": { "band": "limited", "code_comparable": true, "comparator_note": "open-source library and public docs", "name": "dlt", "native_or_managed_capabilities": 1, "score": 43 }, "dpone": { "band": "leader", "code_comparable": true, "comparator_note": "local framework and feature reference", "name": "dpone", "native_or_managed_capabilities": 8, "score": 94 }, "fivetran": { "band": "leader", "code_comparable": false, "comparator_note": "closed-core feature comparator", "name": "Fivetran", "native_or_managed_capabilities": 8, "score": 88 }, "informatica": { "band": "leader", "code_comparable": false, "comparator_note": "closed-core feature comparator", "name": "Informatica", "native_or_managed_capabilities": 9, "score": 93 }, "pentaho-kettle": { "band": "focused", "code_comparable": true, "comparator_note": "open-source lineage plus current Pentaho docs", "name": "Pentaho Kettle", "native_or_managed_capabilities": 2, "score": 52 }, "sling": { "band": "limited", "code_comparable": true, "comparator_note": "open-source CLI and public docs", "name": "Sling", "native_or_managed_capabilities": 2, "score": 42 } }, "tools": [ { "code_comparable": true, "comparator_note": "local framework and feature reference", "name": "dpone", "slug": "dpone" }, { "code_comparable": true, "comparator_note": "open-source code and public docs", "name": "Airbyte", "slug": "airbyte" }, { "code_comparable": true, "comparator_note": "open-source library and public docs", "name": "dlt", "slug": "dlt" }, { "code_comparable": true, "comparator_note": "open-source lineage plus current Pentaho docs", "name": "Pentaho Kettle", "slug": "pentaho-kettle" }, { "code_comparable": true, "comparator_note": "open-source platform and public docs", "name": "Apache Hop", "slug": "apache-hop" }, { "code_comparable": true, "comparator_note": "open-source CLI and public docs", "name": "Sling", "slug": "sling" }, { "code_comparable": false, "comparator_note": "closed-core feature comparator", "name": "Fivetran", "slug": "fivetran" }, { "code_comparable": false, "comparator_note": "closed-core feature comparator", "name": "Informatica", "slug": "informatica" } ] }, "freshness_governance": { "max_stale_days": 30, "warning_count": 0, "warnings": [] }, "freshness_summary": { "fresh": 6, "stale": 0, "unavailable": 0 }, "generated_at": "2026-06-30T15:36:13+00:00", "governance_compliance": { "dimensions": [ { "label": "Auditability", "slug": "auditability", "value": "run records and operational audit trails", "weight": 3 }, { "label": "Lineage / catalog", "slug": "lineage_catalog", "value": "lineage capture and catalog interoperability", "weight": 3 }, { "label": "Data contracts", "slug": "data_contracts", "value": "schema and payload contract enforcement", "weight": 3 }, { "label": "Schema governance", "slug": "schema_governance", "value": "drift, DDL and compatibility policy", "weight": 3 }, { "label": "Policy gates", "slug": "policy_gates", "value": "automated go/no-go controls", "weight": 3 }, { "label": "Evidence chain", "slug": "evidence_chain", "value": "tamper-evident release or run evidence", "weight": 3 }, { "label": "Access and secrets", "slug": "access_secrets", "value": "credential and least-privilege posture", "weight": 2 }, { "label": "Release certification", "slug": "release_certification", "value": "publishable certification pack", "weight": 3 }, { "label": "Compliance runbooks", "slug": "compliance_runbooks", "value": "self-service governance operations", "weight": 2 }, { "label": "Data quality reconciliation", "slug": "data_quality_reconciliation", "value": "quality and state checks", "weight": 3 } ], "entries": [ { "dimension": "auditability", "evidence": "Auditability is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "docs/unified-run-evidence.md", "docs/release-evidence.md", "src/dpone/runtime/state/load_audit.py" ], "tool": "dpone" }, { "dimension": "lineage_catalog", "evidence": "Lineage / catalog is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "docs/lineage.md", "docs/load-lineage.md", "src/dpone/runtime/lineage/audit.py" ], "tool": "dpone" }, { "dimension": "data_contracts", "evidence": "Data contracts is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "docs/schema-contracts.md", "docs/data-contract-runtime.md", "src/dpone/services/readiness.py" ], "tool": "dpone" }, { "dimension": "schema_governance", "evidence": "Schema governance is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "docs/schema-evolution.md", "src/dpone/runtime/schema_evolution.py" ], "tool": "dpone" }, { "dimension": "policy_gates", "evidence": "Policy gates is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "src/dpone/services/ops/command_handlers_release.py", "src/dpone/ops/cdc/policy.py" ], "tool": "dpone" }, { "dimension": "evidence_chain", "evidence": "Evidence chain is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "docs/release-evidence.md", "test_artifacts/live_certification_local_run/evidence-chain/evidence_chain_index.json" ], "tool": "dpone" }, { "dimension": "access_secrets", "evidence": "Access and secrets is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "docs/supply-chain.md", "SECURITY.md", ".github/workflows/secret-scan.yml" ], "tool": "dpone" }, { "dimension": "release_certification", "evidence": "Release certification is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "docs/certification-suite.md", "docs/route-certification-pack.md", "test_artifacts/live_certification_local_run/release-evidence/release_evidence_pack.json" ], "tool": "dpone" }, { "dimension": "compliance_runbooks", "evidence": "Compliance runbooks is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "docs/live-certification.md", "docs/connector-certification.md", "docs/release-evidence.md" ], "tool": "dpone" }, { "dimension": "data_quality_reconciliation", "evidence": "Data quality reconciliation is backed by repo evidence.", "level": "strong", "points": 3.0, "sources": [ "docs/quality-tooling.md", "docs/route-certification-pack.md", "test_artifacts/live_certification_local_run/live-state-reconciliation/live_state_reconciliation.json" ], "tool": "dpone" }, { "dimension": "auditability", "evidence": "Auditability is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "lineage_catalog", "evidence": "Lineage / catalog is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "data_contracts", "evidence": "Data contracts is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "schema_governance", "evidence": "Schema governance is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "policy_gates", "evidence": "Policy gates is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "evidence_chain", "evidence": "Evidence chain was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "access_secrets", "evidence": "Access and secrets was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "release_certification", "evidence": "Release certification was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "compliance_runbooks", "evidence": "Compliance runbooks is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "data_quality_reconciliation", "evidence": "Data quality reconciliation is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/using-airbyte/schema-change-management", "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "auditability", "evidence": "Auditability is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "lineage_catalog", "evidence": "Lineage / catalog is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "data_contracts", "evidence": "Data contracts is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "schema_governance", "evidence": "Schema governance is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "policy_gates", "evidence": "Policy gates is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "evidence_chain", "evidence": "Evidence chain was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "access_secrets", "evidence": "Access and secrets was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "release_certification", "evidence": "Release certification was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "compliance_runbooks", "evidence": "Compliance runbooks is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "data_quality_reconciliation", "evidence": "Data quality reconciliation is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-contracts", "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "auditability", "evidence": "Auditability is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "lineage_catalog", "evidence": "Lineage / catalog is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "data_contracts", "evidence": "Data contracts was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "schema_governance", "evidence": "Schema governance is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "policy_gates", "evidence": "Policy gates was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "evidence_chain", "evidence": "Evidence chain was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "access_secrets", "evidence": "Access and secrets was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "release_certification", "evidence": "Release certification was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "compliance_runbooks", "evidence": "Compliance runbooks is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "data_quality_reconciliation", "evidence": "Data quality reconciliation is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/" ], "tool": "pentaho-kettle" }, { "dimension": "auditability", "evidence": "Auditability is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "lineage_catalog", "evidence": "Lineage / catalog is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "data_contracts", "evidence": "Data contracts was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "schema_governance", "evidence": "Schema governance is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "policy_gates", "evidence": "Policy gates is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "evidence_chain", "evidence": "Evidence chain was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "access_secrets", "evidence": "Access and secrets was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "release_certification", "evidence": "Release certification was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "compliance_runbooks", "evidence": "Compliance runbooks is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "data_quality_reconciliation", "evidence": "Data quality reconciliation is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/manual/latest/metadata-types/index.html", "https://hop.apache.org/manual/latest/pipeline/transforms/index.html" ], "tool": "apache-hop" }, { "dimension": "auditability", "evidence": "Auditability is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "lineage_catalog", "evidence": "Lineage / catalog was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "data_contracts", "evidence": "Data contracts is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "schema_governance", "evidence": "Schema governance is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "policy_gates", "evidence": "Policy gates was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "evidence_chain", "evidence": "Evidence chain was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "access_secrets", "evidence": "Access and secrets is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "release_certification", "evidence": "Release certification was not detected in public governance posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "compliance_runbooks", "evidence": "Compliance runbooks is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "data_quality_reconciliation", "evidence": "Data quality reconciliation is partial from public governance posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "auditability", "evidence": "Auditability is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "lineage_catalog", "evidence": "Lineage / catalog is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "data_contracts", "evidence": "Data contracts is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "schema_governance", "evidence": "Schema governance is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "policy_gates", "evidence": "Policy gates is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "evidence_chain", "evidence": "Evidence chain is opaque from public governance posture.", "level": "opaque", "points": 0.5, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "access_secrets", "evidence": "Access and secrets is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "release_certification", "evidence": "Release certification is opaque from public governance posture.", "level": "opaque", "points": 0.5, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "compliance_runbooks", "evidence": "Compliance runbooks is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "data_quality_reconciliation", "evidence": "Data quality reconciliation is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/core-concepts/features", "https://fivetran.com/docs/logs" ], "tool": "fivetran" }, { "dimension": "auditability", "evidence": "Auditability is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "lineage_catalog", "evidence": "Lineage / catalog is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "data_contracts", "evidence": "Data contracts is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "schema_governance", "evidence": "Schema governance is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "policy_gates", "evidence": "Policy gates is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "evidence_chain", "evidence": "Evidence chain is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "access_secrets", "evidence": "Access and secrets is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "release_certification", "evidence": "Release certification is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "compliance_runbooks", "evidence": "Compliance runbooks is documented from public governance posture.", "level": "documented", "points": 2.0, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "data_quality_reconciliation", "evidence": "Data quality reconciliation is managed from public governance posture.", "level": "managed", "points": 2.5, "sources": [ 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"benchmark_sloc": 81285, "delta_percent": 108.47, "error": null, "external_lines": 204024, "external_sloc": 169454, "status": "failed", "tool": "cloc" } ] }, "methodology": { "availability_policy": "Unavailable analyzers are rendered explicitly; values are never fabricated.", "purpose": "Cross-check benchmark metrics against independent analyzer outputs when CI provides them.", "tools": [ "cloc", "lizard", "radon", "tokei" ] }, "schema_version": 1, "summary": { "airbyte": { "complexity_status": "warning", "confidence_score": 70, "loc_sloc_status": "failed", "name": "Airbyte", "stale_analyzers": 0, "unavailable_analyzers": 0, "validation_band": "medium" }, "apache-hop": { "complexity_status": "failed", "confidence_score": 62, "loc_sloc_status": "failed", "name": "Apache Hop", "stale_analyzers": 0, "unavailable_analyzers": 0, "validation_band": "medium" }, "dlt": { "complexity_status": "failed", "confidence_score": 62, "loc_sloc_status": "failed", "name": "dlt", "stale_analyzers": 0, "unavailable_analyzers": 0, "validation_band": "medium" }, "dpone": { "complexity_status": "failed", "confidence_score": 62, "loc_sloc_status": "failed", "name": "dpone", "stale_analyzers": 0, "unavailable_analyzers": 0, "validation_band": "medium" }, "pentaho-kettle": { "complexity_status": "failed", "confidence_score": 62, "loc_sloc_status": "failed", "name": "Pentaho Kettle", "stale_analyzers": 0, "unavailable_analyzers": 0, "validation_band": "medium" }, "sling": { "complexity_status": "failed", "confidence_score": 62, "loc_sloc_status": "failed", "name": "Sling", "stale_analyzers": 0, "unavailable_analyzers": 0, "validation_band": "medium" } }, "warnings": [ { "id": "tokei_failed", "label": "tokei validation", "message": "tokei returned failed in independent validation.", "project": "dpone", "severity": "warning" }, { "id": "cloc_failed", "label": "cloc validation", "message": "cloc returned failed in independent validation.", "project": "dpone", "severity": "warning" }, { "id": "radon_failed", "label": "radon validation", "message": "radon returned failed in independent validation.", "project": "dpone", "severity": "warning" }, { "id": "lizard_failed", "label": "lizard validation", "message": "lizard returned failed in independent validation.", "project": "dpone", "severity": "warning" }, { "id": "tokei_failed", "label": "tokei validation", "message": "tokei returned failed in independent validation.", "project": "airbyte", "severity": "warning" }, { "id": "cloc_failed", "label": "cloc validation", "message": "cloc returned failed in independent validation.", "project": "airbyte", "severity": "warning" }, { "id": "radon_warning", "label": "radon validation", "message": "radon returned warning in independent validation.", "project": "airbyte", "severity": "warning" }, { "id": "lizard_warning", "label": "lizard validation", "message": "lizard returned warning in independent validation.", "project": "airbyte", "severity": "warning" }, { "id": "tokei_failed", "label": "tokei validation", "message": "tokei returned failed in independent validation.", "project": "dlt", "severity": "warning" }, { "id": "cloc_failed", "label": "cloc validation", "message": "cloc returned failed in independent validation.", "project": "dlt", "severity": "warning" }, { "id": "radon_failed", "label": "radon validation", "message": "radon returned failed in independent validation.", "project": "dlt", "severity": "warning" }, { "id": "lizard_failed", "label": "lizard validation", "message": "lizard returned failed in independent validation.", "project": "dlt", "severity": "warning" }, { "id": "tokei_failed", "label": "tokei validation", "message": "tokei returned failed in independent validation.", "project": "pentaho-kettle", "severity": "warning" }, { "id": "cloc_failed", "label": "cloc validation", "message": "cloc returned failed in independent validation.", "project": "pentaho-kettle", "severity": "warning" }, { "id": "lizard_failed", "label": "lizard validation", "message": "lizard returned failed in independent validation.", "project": "pentaho-kettle", "severity": "warning" }, { "id": "tokei_failed", "label": "tokei validation", "message": "tokei returned failed in independent validation.", "project": "apache-hop", "severity": "warning" }, { "id": "cloc_failed", "label": "cloc validation", "message": "cloc returned failed in independent validation.", "project": "apache-hop", "severity": "warning" }, { "id": "lizard_failed", "label": "lizard validation", "message": "lizard returned failed in independent validation.", "project": "apache-hop", "severity": "warning" }, { "id": "tokei_failed", "label": "tokei validation", "message": "tokei returned failed in independent validation.", "project": "sling", "severity": "warning" }, { "id": "cloc_failed", "label": "cloc validation", "message": "cloc returned failed in independent validation.", "project": "sling", "severity": "warning" }, { "id": "lizard_failed", "label": "lizard validation", "message": "lizard returned failed in independent validation.", "project": "sling", "severity": "warning" } ] }, "methodology": { "ignored_dirs": [ ".cache", ".git", ".gradle", ".idea", ".mypy_cache", ".pytest_cache", ".ruff_cache", ".tox", ".venv", "__pycache__", "build", "coverage", "dist", "generated", "node_modules", "out", "rendered", "site", "target", "test_artifacts", "tools", "vendor" ], "note": "Scores are static quality indicators, not runtime performance or product feature parity claims.", "scope": "Static source-code maintainability proxies for comparable OSS data-integration repositories.", "source_suffixes": [ ".go", ".groovy", ".java", ".js", ".jsx", ".kt", ".kts", ".py", ".scala", ".ts", ".tsx" ], "test_exclusion": [ "__tests__", "integration-test", "integration-tests", "integration_tests", "it", "test", "test-fixtures", "testfixtures", "tests", "unit_tests" ] }, "operability_tco": { "dimensions": [ { "label": "Deployment footprint", "slug": "deployment_footprint", "value": "how much platform must be installed", "weight": 3 }, { "label": "Infrastructure prerequisites", "slug": "infra_prerequisites", "value": "required runtime services", "weight": 3 }, { "label": "Configuration surface", "slug": "configuration_surface", "value": "operator-facing config complexity", "weight": 2 }, { "label": "Secrets operations", "slug": "secrets_operations", "value": "safe secret handling and rotation path", "weight": 2 }, { "label": "Self-service docs", "slug": "self_service_docs", "value": "runbooks and user-facing automation docs", "weight": 3 }, { "label": "CI/CD automation", "slug": "ci_cd_automation", "value": "repeatable release and validation flows", "weight": 2 }, { "label": "Observability operations", "slug": "observability_ops", "value": "built-in diagnostics for operators", "weight": 2 }, { "label": "Upgrade / rollback posture", "slug": "upgrade_rollback", "value": "safe change management", "weight": 2 }, { "label": "Operator toil", "slug": "operator_toil", "value": "manual work per production route", "weight": 3 }, { "label": "Vendor lock-in transparency", "slug": "lock_in_transparency", "value": "license and portability clarity", "weight": 2 } ], "entries": [ { "dimension": "deployment_footprint", "evidence": "Deployment footprint has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ "src/dpone/ops/deploy_profiles.py", "docs/ci-cd.md", "pyproject.toml" ], "tool": "dpone" }, { "dimension": "infra_prerequisites", "evidence": "Infrastructure prerequisites has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ "pyproject.toml", "docs/ci-cd.md" ], "tool": "dpone" }, { "dimension": "configuration_surface", "evidence": "Configuration surface has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ "docs/ops-cli.md", "docs/connectors.md", "docs/connector-sdk.md" ], "tool": "dpone" }, { "dimension": "secrets_operations", "evidence": "Secrets operations has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ "docs/supply-chain.md", "SECURITY.md", ".github/workflows/secret-scan.yml" ], "tool": "dpone" }, { "dimension": "self_service_docs", "evidence": "Self-service docs has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ "docs/ops-cli.md", "docs/ci-cd.md", "docs/route-certification-pack.md" ], "tool": "dpone" }, { "dimension": "ci_cd_automation", "evidence": "CI/CD automation has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ ".github/workflows/ci.yml", ".github/workflows/release.yml" ], "tool": "dpone" }, { "dimension": "observability_ops", "evidence": "Observability operations has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ "docs/observability.md", "docs/release-evidence.md" ], "tool": "dpone" }, { "dimension": "upgrade_rollback", "evidence": "Upgrade / rollback posture has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ "docs/ci-cd.md", ".github/workflows/release.yml" ], "tool": "dpone" }, { "dimension": "operator_toil", "evidence": "Operator toil has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ "docs/ops-cli.md", "src/dpone/ops/__init__.py", "src/dpone/services/ops/__init__.py" ], "tool": "dpone" }, { "dimension": "lock_in_transparency", "evidence": "Vendor lock-in transparency has repo evidence for low operator drag.", "level": "strong", "points": 3.0, "sources": [ "pyproject.toml", "LICENSE" ], "tool": "dpone" }, { "dimension": "deployment_footprint", "evidence": "Deployment footprint is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "infra_prerequisites", "evidence": "Infrastructure prerequisites is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "configuration_surface", "evidence": "Configuration surface is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "secrets_operations", "evidence": "Secrets operations is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "self_service_docs", "evidence": "Self-service docs is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "ci_cd_automation", "evidence": "CI/CD automation is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "observability_ops", "evidence": "Observability operations is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "upgrade_rollback", "evidence": "Upgrade / rollback posture is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "operator_toil", "evidence": "Operator toil is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "lock_in_transparency", "evidence": "Vendor lock-in transparency is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://docs.airbyte.com/platform/deploying-airbyte" ], "tool": "airbyte" }, { "dimension": "deployment_footprint", "evidence": "Deployment footprint is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "infra_prerequisites", "evidence": "Infrastructure prerequisites is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "configuration_surface", "evidence": "Configuration surface is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "secrets_operations", "evidence": "Secrets operations is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "self_service_docs", "evidence": "Self-service docs is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "ci_cd_automation", "evidence": "CI/CD automation is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "observability_ops", "evidence": "Observability operations is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "upgrade_rollback", "evidence": "Upgrade / rollback posture is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "operator_toil", "evidence": "Operator toil is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "lock_in_transparency", "evidence": "Vendor lock-in transparency is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://dlthub.com/docs/intro", "https://dlthub.com/docs/walkthroughs/deploy-a-pipeline" ], "tool": "dlt" }, { "dimension": "deployment_footprint", "evidence": "Deployment footprint is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "infra_prerequisites", "evidence": "Infrastructure prerequisites is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "configuration_surface", "evidence": "Configuration surface is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "secrets_operations", "evidence": "Secrets operations was not detected in public operability posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "self_service_docs", "evidence": "Self-service docs is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "ci_cd_automation", "evidence": "CI/CD automation was not detected in public operability posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "observability_ops", "evidence": "Observability operations is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "upgrade_rollback", "evidence": "Upgrade / rollback posture is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "operator_toil", "evidence": "Operator toil is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "lock_in_transparency", "evidence": "Vendor lock-in transparency is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://docs.pentaho.com/install" ], "tool": "pentaho-kettle" }, { "dimension": "deployment_footprint", "evidence": "Deployment footprint is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "infra_prerequisites", "evidence": "Infrastructure prerequisites is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "configuration_surface", "evidence": "Configuration surface is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "secrets_operations", "evidence": "Secrets operations was not detected in public operability posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "self_service_docs", "evidence": "Self-service docs is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "ci_cd_automation", "evidence": "CI/CD automation was not detected in public operability posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "observability_ops", "evidence": "Observability operations is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "upgrade_rollback", "evidence": "Upgrade / rollback posture is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "operator_toil", "evidence": "Operator toil is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "lock_in_transparency", "evidence": "Vendor lock-in transparency is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://hop.apache.org/manual/latest/installation-configuration.html" ], "tool": "apache-hop" }, { "dimension": "deployment_footprint", "evidence": "Deployment footprint is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "infra_prerequisites", "evidence": "Infrastructure prerequisites is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "configuration_surface", "evidence": "Configuration surface is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "secrets_operations", "evidence": "Secrets operations is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "self_service_docs", "evidence": "Self-service docs is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "ci_cd_automation", "evidence": "CI/CD automation is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "observability_ops", "evidence": "Observability operations is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "upgrade_rollback", "evidence": "Upgrade / rollback posture is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "operator_toil", "evidence": "Operator toil is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "lock_in_transparency", "evidence": "Vendor lock-in transparency is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "deployment_footprint", "evidence": "Deployment footprint is managed from public operability posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "infra_prerequisites", "evidence": "Infrastructure prerequisites is managed from public operability posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "configuration_surface", "evidence": "Configuration surface is managed from public operability posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "secrets_operations", "evidence": "Secrets operations is managed from public operability posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "self_service_docs", "evidence": "Self-service docs is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "ci_cd_automation", "evidence": "CI/CD automation is managed from public operability posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "observability_ops", "evidence": "Observability operations is managed from public operability posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "upgrade_rollback", "evidence": "Upgrade / rollback posture is managed from public operability posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "operator_toil", "evidence": "Operator toil is managed from public operability posture.", "level": "managed", "points": 2.5, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "lock_in_transparency", "evidence": "Vendor lock-in transparency is opaque from public operability posture.", "level": "opaque", "points": 0.5, "sources": [ "https://fivetran.com/docs/getting-started", "https://fivetran.com/docs/core-concepts/deployment-models" ], "tool": "fivetran" }, { "dimension": "deployment_footprint", "evidence": "Deployment footprint is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" }, { "dimension": "infra_prerequisites", "evidence": "Infrastructure prerequisites is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" }, { "dimension": "configuration_surface", "evidence": "Configuration surface is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" }, { "dimension": "secrets_operations", "evidence": "Secrets operations is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" }, { "dimension": "self_service_docs", "evidence": "Self-service docs is strong from public operability posture.", "level": "strong", "points": 3.0, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" }, { "dimension": "ci_cd_automation", "evidence": "CI/CD automation is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" }, { "dimension": "observability_ops", "evidence": "Observability operations is managed from public operability posture.", "level": "managed", "points": 2.5, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" }, { "dimension": "upgrade_rollback", "evidence": "Upgrade / rollback posture is moderate from public operability posture.", "level": "moderate", "points": 2.0, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" }, { "dimension": "operator_toil", "evidence": "Operator toil is partial from public operability posture.", "level": "partial", "points": 1.0, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" }, { "dimension": "lock_in_transparency", "evidence": "Vendor lock-in transparency is opaque from public operability posture.", "level": "opaque", "points": 0.5, "sources": [ "https://www.informatica.com/products/cloud-data-integration.html" ], "tool": "informatica" } ], "levels": { "managed": 2.5, "moderate": 2.0, "not_detected": 0.0, "opaque": 0.5, "partial": 1.0, "strong": 3.0 }, "methodology": "TCO and operability are static proxies for operational surface area, not commercial pricing claims. Higher scores mean lower self-managed complexity, better self-service UX, and clearer portability.", "schema_version": 1, "summary": { "airbyte": { "band": "watch", "code_comparable": true, "comparator_note": "OSS/self-managed platform posture", "drag_controls": 3, "evidence_mode": "public-doc", "managed_controls": 0, "name": "Airbyte", "notable_drags": [ "deployment_footprint", "infra_prerequisites", "operator_toil" ], "score": 61, "strong_controls": 2 }, "apache-hop": { "band": "watch", "code_comparable": true, "comparator_note": "OSS platform posture", "drag_controls": 3, "evidence_mode": "public-doc", "managed_controls": 0, "name": "Apache Hop", "notable_drags": [ "upgrade_rollback" ], "score": 60, "strong_controls": 2 }, "dlt": { "band": "strong", "code_comparable": true, "comparator_note": "Python library posture", "drag_controls": 2, "evidence_mode": "public-doc", "managed_controls": 0, "name": "dlt", "notable_drags": [ "secrets_operations", "observability_ops" ], "score": 76, "strong_controls": 4 }, "dpone": { "band": "excellent", "code_comparable": true, "comparator_note": "repo-evidence posture", "drag_controls": 0, "evidence_mode": "repo-evidence", "managed_controls": 0, "name": "dpone", "notable_drags": [], "score": 100, "strong_controls": 10 }, "fivetran": { "band": "strong", "code_comparable": false, "comparator_note": "managed platform trade-off", "drag_controls": 1, "evidence_mode": "public-doc", "managed_controls": 8, "name": "Fivetran", "notable_drags": [ "lock_in_transparency" ], "score": 80, "strong_controls": 1 }, "informatica": { "band": "watch", "code_comparable": false, "comparator_note": "managed enterprise platform trade-off", "drag_controls": 3, "evidence_mode": "public-doc", "managed_controls": 1, "name": "Informatica", "notable_drags": [ "configuration_surface", "operator_toil", "lock_in_transparency" ], "score": 61, "strong_controls": 1 }, "pentaho-kettle": { "band": "drag", "code_comparable": true, "comparator_note": "legacy OSS platform posture", "drag_controls": 8, "evidence_mode": "public-doc", "managed_controls": 0, "name": "Pentaho Kettle", "notable_drags": [ "deployment_footprint", "infra_prerequisites", "configuration_surface", "observability_ops" ], "score": 35, "strong_controls": 0 }, "sling": { "band": "strong", "code_comparable": true, "comparator_note": "CLI-first OSS posture", "drag_controls": 2, "evidence_mode": "public-doc", "managed_controls": 0, "name": "Sling", "notable_drags": [ "secrets_operations", "observability_ops" ], "score": 76, "strong_controls": 4 } }, "tools": [ { "code_comparable": true, "comparator_note": "repo-evidence posture", "name": "dpone", "slug": "dpone" }, { "code_comparable": true, "comparator_note": "OSS/self-managed platform posture", "name": "Airbyte", "slug": "airbyte" }, { "code_comparable": true, "comparator_note": "Python library posture", "name": "dlt", "slug": "dlt" }, { "code_comparable": true, "comparator_note": "legacy OSS platform posture", "name": "Pentaho Kettle", "slug": "pentaho-kettle" }, { "code_comparable": true, "comparator_note": "OSS platform posture", "name": "Apache Hop", "slug": "apache-hop" }, { "code_comparable": true, "comparator_note": "CLI-first OSS posture", "name": "Sling", "slug": "sling" }, { "code_comparable": false, "comparator_note": "managed platform trade-off", "name": "Fivetran", "slug": "fivetran" }, { "code_comparable": false, "comparator_note": "managed enterprise platform trade-off", "name": "Informatica", "slug": "informatica" } ] }, "operational_reliability": { "dimensions": [ { "label": "Retry / resume", "slug": "retry_resume", "value": "recover failed loads without manual rebuilds", "weight": 3 }, { "label": "Checkpoint safety", "slug": "checkpoint_safety", "value": "avoid advancing state before durable success", "weight": 3 }, { "label": "Idempotency", "slug": "idempotency", "value": "avoid duplicates and lost rows on retry", "weight": 3 }, { "label": "Fault injection", "slug": "fault_injection", "value": "prove recovery at known failure stages", "weight": 2 }, { "label": "Data reconciliation", "slug": "data_reconciliation", "value": "verify source and target correctness", "weight": 3 }, { "label": "CDC recovery", "slug": "cdc_recovery", "value": "resume incremental streams safely", "weight": 3 }, { "label": "Observability evidence", "slug": "observability_evidence", "value": "debug and audit runtime behavior", "weight": 2 }, { "label": "Performance SLO", "slug": "performance_slo", "value": "guard throughput, lag, and failure rate", "weight": 2 }, { "label": "Schema drift", "slug": "schema_drift", "value": "survive source shape changes", "weight": 2 }, { "label": "Release evidence", "slug": "release_evidence", "value": "ship with auditable certification packs", "weight": 2 } ], "entries": [ { "dimension": "retry_resume", "evidence": "Retry / resume is documented for dpone.", "level": "documented", "points": 2.0, "sources": [ "docs/orchestration.md", "docs/cdc.md" ], "tool": "dpone" }, { "dimension": "checkpoint_safety", "evidence": "Checkpoint safety is documented for dpone.", "level": "documented", "points": 2.0, "sources": [ "docs/orchestration.md", "docs/route-certification-pack.md" ], "tool": "dpone" }, { "dimension": "idempotency", "evidence": "Idempotency is documented for dpone.", "level": "documented", "points": 2.0, "sources": [ "docs/cdc-runtime-orchestrator.md" ], "tool": "dpone" }, { "dimension": "fault_injection", "evidence": "Fault injection is documented for dpone.", "level": "documented", "points": 2.0, "sources": [ "docs/live-certification.md" ], "tool": "dpone" }, { "dimension": "data_reconciliation", "evidence": "Data reconciliation has measured dpone proof.", "level": "measured", "points": 3.0, "sources": [ "test_artifacts/live_certification_local_run/live-state-reconciliation/live_state_reconciliation.json" ], "tool": "dpone" }, { "dimension": "cdc_recovery", "evidence": "CDC recovery has measured dpone proof.", "level": "measured", "points": 3.0, "sources": [ "test_artifacts/live_certification_local_run/live-state-reconciliation/live_state_reconciliation.json" ], "tool": "dpone" }, { "dimension": "observability_evidence", "evidence": "Observability evidence is documented for dpone.", "level": "documented", "points": 2.0, "sources": [ "docs/release-evidence.md", "docs/observability.md" ], "tool": "dpone" }, { "dimension": "performance_slo", "evidence": "Performance SLO has measured dpone proof.", "level": "measured", "points": 3.0, "sources": [ "test_artifacts/live_certification_local_run/benchmark-slo/benchmark_slo_gate.json" ], "tool": "dpone" }, { "dimension": "schema_drift", "evidence": "Schema drift is documented for dpone.", "level": "documented", "points": 2.0, "sources": [ "docs/physical-ddl-apply.md", "docs/schema-evolution.md" ], "tool": "dpone" }, { "dimension": "release_evidence", "evidence": "Release evidence has measured dpone proof.", "level": "measured", "points": 3.0, "sources": [ "test_artifacts/live_certification_local_run/release-evidence/release_evidence_pack.json", "test_artifacts/live_certification_local_run/evidence-chain/evidence_chain_index.json" ], "tool": "dpone" }, { "dimension": "retry_resume", "evidence": "Retry / resume is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "checkpoint_safety", "evidence": "Checkpoint safety is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "idempotency", "evidence": "Idempotency is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "fault_injection", "evidence": "Fault injection is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "data_reconciliation", "evidence": "Data reconciliation is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "cdc_recovery", "evidence": "CDC recovery is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "observability_evidence", "evidence": "Observability evidence is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "performance_slo", "evidence": "Performance SLO is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "schema_drift", "evidence": "Schema drift is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "release_evidence", "evidence": "Release evidence is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.airbyte.com/platform/understanding-airbyte/cdc" ], "tool": "airbyte" }, { "dimension": "retry_resume", "evidence": "Retry / resume is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "checkpoint_safety", "evidence": "Checkpoint safety is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "idempotency", "evidence": "Idempotency is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "fault_injection", "evidence": "Fault injection was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "data_reconciliation", "evidence": "Data reconciliation was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "cdc_recovery", "evidence": "CDC recovery was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "observability_evidence", "evidence": "Observability evidence is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "performance_slo", "evidence": "Performance SLO was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "schema_drift", "evidence": "Schema drift is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "release_evidence", "evidence": "Release evidence was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://dlthub.com/docs/general-usage/schema-evolution" ], "tool": "dlt" }, { "dimension": "retry_resume", "evidence": "Retry / resume is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "checkpoint_safety", "evidence": "Checkpoint safety is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "idempotency", "evidence": "Idempotency was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "fault_injection", "evidence": "Fault injection was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "data_reconciliation", "evidence": "Data reconciliation is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "cdc_recovery", "evidence": "CDC recovery was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "observability_evidence", "evidence": "Observability evidence is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "performance_slo", "evidence": "Performance SLO was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "schema_drift", "evidence": "Schema drift is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "release_evidence", "evidence": "Release evidence was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://docs.pentaho.com/pdia-data-integration/pipeline-designer/working-with-transformations" ], "tool": "pentaho-kettle" }, { "dimension": "retry_resume", "evidence": "Retry / resume is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "checkpoint_safety", "evidence": "Checkpoint safety is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "idempotency", "evidence": "Idempotency was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "fault_injection", "evidence": "Fault injection was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "data_reconciliation", "evidence": "Data reconciliation is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "cdc_recovery", "evidence": "CDC recovery was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "observability_evidence", "evidence": "Observability evidence is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "performance_slo", "evidence": "Performance SLO was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "schema_drift", "evidence": "Schema drift is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "release_evidence", "evidence": "Release evidence is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://hop.apache.org/" ], "tool": "apache-hop" }, { "dimension": "retry_resume", "evidence": "Retry / resume is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "checkpoint_safety", "evidence": "Checkpoint safety is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "idempotency", "evidence": "Idempotency is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "fault_injection", "evidence": "Fault injection was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "data_reconciliation", "evidence": "Data reconciliation is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "cdc_recovery", "evidence": "CDC recovery is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "observability_evidence", "evidence": "Observability evidence is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "performance_slo", "evidence": "Performance SLO was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "schema_drift", "evidence": "Schema drift is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "release_evidence", "evidence": "Release evidence was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://github.com/slingdata-io/sling-cli", "https://docs.slingdata.io/" ], "tool": "sling" }, { "dimension": "retry_resume", "evidence": "Retry / resume is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "checkpoint_safety", "evidence": "Checkpoint safety is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "idempotency", "evidence": "Idempotency is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "fault_injection", "evidence": "Fault injection was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "data_reconciliation", "evidence": "Data reconciliation is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "cdc_recovery", "evidence": "CDC recovery is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "observability_evidence", "evidence": "Observability evidence is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "performance_slo", "evidence": "Performance SLO is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "schema_drift", "evidence": "Schema drift is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "release_evidence", "evidence": "Release evidence is partial from public posture.", "level": "partial", "points": 1.0, "sources": [ "https://fivetran.com/docs/core-concepts/features" ], "tool": "fivetran" }, { "dimension": "retry_resume", "evidence": "Retry / resume is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "checkpoint_safety", "evidence": "Checkpoint safety is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "idempotency", "evidence": "Idempotency is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "fault_injection", "evidence": "Fault injection was not detected in public posture.", "level": "not_detected", "points": 0.0, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "data_reconciliation", "evidence": "Data reconciliation is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ "https://www.informatica.com/products/data-governance/cloud-data-governance-and-catalog.html" ], "tool": "informatica" }, { "dimension": "cdc_recovery", "evidence": "CDC recovery is documented from public posture.", "level": "documented", "points": 2.0, "sources": [ 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"value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "solid_clean_oop_stale_age_days", "project_id": "dlt", "project_name": "dlt", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "visuals_stale_age_days", "project_id": "dlt", "project_name": "dlt", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 400, "metric": "max_sloc", "project_id": "pentaho-kettle", "project_name": "Pentaho Kettle", "scope": "comparator", "status": "warning", "value": 7948, "warn_threshold": 350 }, { "direction": "lower", "fail_threshold": 600, "metric": "max_loc", "project_id": "pentaho-kettle", "project_name": "Pentaho Kettle", "scope": "comparator", "status": "warning", "value": 10532, "warn_threshold": 450 }, { "direction": "lower", "fail_threshold": 0.18, "metric": "avg_clustering", "project_id": "pentaho-kettle", "project_name": "Pentaho Kettle", "scope": "comparator", "status": "warning", "value": 0.27551212349141463, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "loc_sloc_stale_age_days", "project_id": "pentaho-kettle", "project_name": "Pentaho Kettle", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "top_modules_stale_age_days", "project_id": "pentaho-kettle", "project_name": "Pentaho Kettle", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "coupling_cohesion_stale_age_days", "project_id": "pentaho-kettle", "project_name": "Pentaho Kettle", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "solid_clean_oop_stale_age_days", "project_id": "pentaho-kettle", "project_name": "Pentaho Kettle", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "visuals_stale_age_days", "project_id": "pentaho-kettle", "project_name": "Pentaho Kettle", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 400, "metric": "max_sloc", "project_id": "apache-hop", "project_name": "Apache Hop", "scope": "comparator", "status": "warning", "value": 4584, "warn_threshold": 350 }, { "direction": "lower", "fail_threshold": 600, "metric": "max_loc", "project_id": "apache-hop", "project_name": "Apache Hop", "scope": "comparator", "status": "warning", "value": 5998, "warn_threshold": 450 }, { "direction": "lower", "fail_threshold": 0.18, "metric": "avg_clustering", "project_id": "apache-hop", "project_name": "Apache Hop", "scope": "comparator", "status": "warning", "value": 0.23501898463425958, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "loc_sloc_stale_age_days", "project_id": "apache-hop", "project_name": "Apache Hop", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "top_modules_stale_age_days", "project_id": "apache-hop", "project_name": "Apache Hop", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "coupling_cohesion_stale_age_days", "project_id": "apache-hop", "project_name": "Apache Hop", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "solid_clean_oop_stale_age_days", "project_id": "apache-hop", "project_name": "Apache Hop", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "visuals_stale_age_days", "project_id": "apache-hop", "project_name": "Apache Hop", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 400, "metric": "max_sloc", "project_id": "sling", "project_name": "Sling", "scope": "comparator", "status": "warning", "value": 3379, "warn_threshold": 350 }, { "direction": "lower", "fail_threshold": 600, "metric": "max_loc", "project_id": "sling", "project_name": "Sling", "scope": "comparator", "status": "warning", "value": 4198, "warn_threshold": 450 }, { "direction": "lower", "fail_threshold": 0.18, "metric": "avg_clustering", "project_id": "sling", "project_name": "Sling", "scope": "comparator", "status": "passed", "value": 0.0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "loc_sloc_stale_age_days", "project_id": "sling", "project_name": "Sling", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "top_modules_stale_age_days", "project_id": "sling", "project_name": "Sling", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "coupling_cohesion_stale_age_days", "project_id": "sling", "project_name": "Sling", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "solid_clean_oop_stale_age_days", "project_id": "sling", "project_name": "Sling", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null }, { "direction": "lower", "fail_threshold": 30, "metric": "visuals_stale_age_days", "project_id": "sling", "project_name": "Sling", "scope": "comparator", "status": "passed", "value": 0, "warn_threshold": null } ], "schema_version": 1, "status": "warning", "summary": { "failed": 0, "passed": 34, "warning": 14 } }, "quality_gates": { "checks": [ { "actual": "available", "id": "project_available", "label": "Project evidence available", "operator": "==", "severity": "blocker", "status": "passed", "threshold": "available" }, { "actual": 100, "id": "industrial_maintainability", "label": "Industrial Maintainability Index", "operator": ">=", "severity": "blocker", "status": "passed", "threshold": 85 }, { "actual": 16, "id": "architecture_risk", "label": "Architecture risk score", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 24 }, { "actual": 100, "id": "coverage_confidence", "label": "Coverage confidence score", "operator": ">=", "severity": "blocker", "status": "passed", "threshold": 75 }, { "actual": 449, "id": "max_module_loc", "label": "Largest production module LOC", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 600 }, { "actual": 397, "id": "max_module_sloc", "label": "Largest production module SLOC", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 400 }, { "actual": 26, "id": "max_fan_out", "label": "Maximum fan-out", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 30 }, { "actual": 0.6332322953981813, "id": "cohesion", "label": "Cohesion ratio", "operator": ">=", "severity": "blocker", "status": "passed", "threshold": 0.55 }, { "actual": "fresh", "id": "freshness", "label": "Metric freshness", "operator": "==", "severity": "blocker", "status": "passed", "threshold": "fresh" }, { "actual": 0.1567142498960825, "id": "avg_clustering", "label": "Average clustering", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 0.18 }, { "actual": "resolved", "id": "release_context", "label": "Release context resolved", "operator": "==", "severity": "blocker", "status": "passed", "threshold": "resolved" }, { "actual": "passed", "id": "quality_budget", "label": "Quality budget hard failures", "operator": "==", "severity": "blocker", "status": "passed", "threshold": "passed" }, { "actual": "passed", "id": "executable_certification", "label": "Executable certification", "operator": "==", "severity": "blocker", "status": "passed", "threshold": "passed" } ], "failed": 0, "failed_checks": [], "passed": 13, "project": "dpone", "status": "passed" }, "refactor_roi": { "items": [ { "debt_points": 53, "effort_score": 74, "impact_score": 100, "module": "src/dpone/commands/dag/subgraph_cmd.py", "priority": "P1", "project": "dpone", "quadrant": "high-impact / low-effort", "rank": 1, "reason": "cmd_dag_subgraph complexity is 41.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 93, "source": "complexity_boundary", "target_architecture": "Command -> Application service -> Renderer" }, { "debt_points": 59, "effort_score": 67, "impact_score": 100, "module": "src/dpone/cli_render/manifest/explain.py", "priority": "P1", "project": "dpone", "quadrant": "high-impact / low-effort", "rank": 2, "reason": "render_manifest_explain_text complexity is 58.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 91, "source": "complexity_boundary", "target_architecture": "Renderer -> View model -> Formatter" }, { "debt_points": 65, "effort_score": 67, "impact_score": 100, "module": "src/dpone/commands/dag/list_edges_cmd.py", "priority": "P1", "project": "dpone", "quadrant": "high-impact / low-effort", "rank": 3, "reason": "cmd_dag_list_edges complexity is 77.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 91, "source": "complexity_boundary", "target_architecture": "Command -> Application service -> Renderer" }, { "debt_points": 54, "effort_score": 56, "impact_score": 100, "module": "src/dpone/manifest/validation_profiles.py", "priority": "P1", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 4, "reason": "_profile_from_manifest complexity is 43.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 88, "source": "complexity_boundary", "target_architecture": "Manifest service -> Rule object -> Report renderer" }, { "debt_points": 58, "effort_score": 53, "impact_score": 100, "module": "src/dpone/dag/load_config_builder.py", "priority": "P1", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 5, "reason": "build complexity is 56.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 87, "source": "complexity_boundary", "target_architecture": "DAG query service -> DTO -> CLI renderer" }, { "debt_points": 57, "effort_score": 54, "impact_score": 100, "module": "src/dpone/manifest/validation_rules.py", "priority": "P1", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 6, "reason": "_validate_process complexity is 53.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 87, "source": "complexity_boundary", "target_architecture": "Manifest service -> Rule object -> Report renderer" }, { "debt_points": 55, "effort_score": 49, "impact_score": 100, "module": "src/dpone/runtime/etl_logging/clickhouse_validation.py", "priority": "P1", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 7, "reason": "validate_clickhouse_rows complexity is 46.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 86, "source": "complexity_boundary", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 55, "effort_score": 49, "impact_score": 100, "module": "tools/oss_benchmark/pr_summary.py", "priority": "P1", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 8, "reason": "render_pr_summary complexity is 45.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 86, "source": "complexity_boundary", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 63, "effort_score": 45, "impact_score": 95, "module": "Reduce fan_in pressure in dpone.readiness.migration_control", "priority": "P2", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 9, "reason": "69 Ca; severity medium", "recommendation": "Split responsibilities behind narrow contracts and keep public facades as compatibility shims.", "recommended_action": "Split responsibilities behind narrow contracts and keep public facades as compatibility shims.", "roi_score": 82, "source": "remediation_backlog", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 71, "effort_score": 45, "impact_score": 95, "module": "dpone.readiness.migration_control", "priority": "P2", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 10, "reason": "fan_in risk is 69 Ca.", "recommendation": "Reduce architecture pressure behind a narrower boundary.", "recommended_action": "Reduce architecture pressure behind a narrower boundary.", "roi_score": 82, "source": "architecture_risk", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 56, "effort_score": 53, "impact_score": 89, "module": "dpone.runtime.sources.strategies.mssql.mssql_queryout_artifacts", "priority": "P2", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 11, "reason": "fan_out risk is 26 Ce.", "recommendation": "Reduce architecture pressure behind a narrower boundary.", "recommended_action": "Reduce architecture pressure behind a narrower boundary.", "roi_score": 81, "source": "architecture_risk", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 48, "effort_score": 53, "impact_score": 89, "module": "Lower fan-out in dpone.runtime.sources.strategies.mssql.mssql_queryout_artifacts", "priority": "P2", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 12, "reason": "Ce 26", "recommendation": "Introduce narrower ports or policy objects so this module depends on contracts rather than concrete peers.", "recommended_action": "Introduce narrower ports or policy objects so this module depends on contracts rather than concrete peers.", "roi_score": 80, "source": "remediation_backlog", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 48, "effort_score": 53, "impact_score": 89, "module": "Reduce fan_out pressure in dpone.runtime.sources.strategies.mssql.mssql_queryout_artifacts", "priority": "P2", "project": "dpone", "quadrant": "high-impact / high-effort", "rank": 13, "reason": "26 Ce; severity medium", "recommendation": "Split responsibilities behind narrow contracts and keep public facades as compatibility shims.", "recommended_action": "Split responsibilities behind narrow contracts and keep public facades as compatibility shims.", "roi_score": 80, "source": "remediation_backlog", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 66, "effort_score": 42, "impact_score": 91, "module": "dlt/_workspace/cli/_pipeline_command.py", "priority": "P1", "project": "dlt", "quadrant": "high-impact / high-effort", "rank": 14, "reason": "pipeline_command complexity is 80.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 79, "source": "complexity_boundary", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 59, "effort_score": 47, "impact_score": 87, "module": "dlt/_workspace/cli/_init_command.py", "priority": "P1", "project": "dlt", "quadrant": "high-impact / high-effort", "rank": 15, "reason": "init_pipeline_at_destination complexity is 57.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 78, "source": "complexity_boundary", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 55, "effort_score": 49, "impact_score": 85, "module": "dlt/common/schema/migrations.py", "priority": "P1", "project": "dlt", "quadrant": "high-impact / high-effort", "rank": 16, "reason": "migrate_schema complexity is 45.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 78, "source": "complexity_boundary", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 55, "effort_score": 49, "impact_score": 85, "module": "dlt/common/validation.py", "priority": "P1", "project": "dlt", "quadrant": "high-impact / high-effort", "rank": 17, "reason": "validate_dict complexity is 45.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 78, "source": "complexity_boundary", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 55, "effort_score": 49, "impact_score": 85, "module": "dlt/destinations/impl/databricks/databricks.py", "priority": "P1", "project": "dlt", "quadrant": "high-impact / high-effort", "rank": 18, "reason": "_get_table_update_sql complexity is 47.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 78, "source": "complexity_boundary", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 54, "effort_score": 50, "impact_score": 85, "module": "dlt/extract/hints.py", "priority": "P1", "project": "dlt", "quadrant": "high-impact / high-effort", "rank": 19, "reason": "apply_hints complexity is 43.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 78, "source": "complexity_boundary", "target_architecture": "Facade -> Service -> Port" }, { "debt_points": 70, "effort_score": 35, "impact_score": 91, "module": "airbyte-cdk/bulk/toolkits/extract-cdc/src/main/kotlin/io/airbyte/cdk/read/cdc/CdcPartitionReader.kt", "priority": "P1", "project": "airbyte", "quadrant": "high-impact / high-effort", "rank": 20, "reason": "module complexity is 116.", "recommendation": "Split decision paths behind a smaller service or strategy contract.", "recommended_action": "Split decision paths behind a smaller service or strategy contract.", "roi_score": 77, "source": "complexity_boundary", "target_architecture": "Facade -> Service -> Port" } ], "methodology": "ROI is a deterministic quality-economics proxy: impact, effort feasibility, debt points and dpone actionability. It ranks refactoring candidates; it is not a delivery estimate.", "quadrants": { "defer": [ 69, 70, 72, 73, 74 ], "high-impact / high-effort": [ 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 71 ], "high-impact / low-effort": [ 1, 2, 3 ], "low-impact / low-effort": [] }, "schema_version": 1, "summary": { "airbyte": { "debt_points": 999, "name": "Airbyte", "project": "airbyte", "quick_win_count": 0, "status": "active-debt", "strategic_refactor_count": 10, "top_debt_driver": "complexity" }, "apache-hop": { "debt_points": 999, "name": "Apache Hop", "project": "apache-hop", "quick_win_count": 0, "status": "active-debt", "strategic_refactor_count": 12, "top_debt_driver": "complexity" }, "dlt": { "debt_points": 570, "name": "dlt", "project": "dlt", "quick_win_count": 0, "status": "active-debt", "strategic_refactor_count": 10, "top_debt_driver": "complexity" }, "dpone": { "debt_points": 389, "name": "dpone", "project": "dpone", "quick_win_count": 3, "status": "active-debt", "strategic_refactor_count": 11, "top_debt_driver": "complexity" }, "pentaho-kettle": { "debt_points": 999, "name": "Pentaho Kettle", "project": "pentaho-kettle", "quick_win_count": 0, "status": "active-debt", "strategic_refactor_count": 13, "top_debt_driver": "complexity" }, "sling": { "debt_points": 496, "name": "Sling", "project": "sling", "quick_win_count": 0, "status": "active-debt", "strategic_refactor_count": 10, "top_debt_driver": "complexity" } } }, "regression_summary": { "changes": [ { "current": 100.0, "delta": 0.0, "direction": "higher_is_better", "id": "industrial_maintainability", "label": "Industrial Maintainability Index", "previous": 100.0, "status": "unchanged" }, { "current": 449.0, "delta": 0.0, "direction": "lower_is_better", "id": "max_module_loc", "label": "Largest 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"components": [ { "actual": "SOLID 3.1/5, Clean OOP 2.7/5", "id": "quality", "label": "SOLID and Clean OOP", "max_score": 35, "reason": "largest module is very large (4198 LOC); P90 module size is high (1554 LOC)", "score": 20.3 }, { "actual": "4198 LOC max module", "id": "module_size", "label": "Module size", "max_score": 20, "reason": "Rewards production modules below the 600 LOC governance target.", "score": 0.0 }, { "actual": "avg Ce 0.00, P90 Ce 0", "id": "coupling", "label": "Coupling", "max_score": 15, "reason": "Rewards low average and P90 outgoing dependency pressure.", "score": 15.0 }, { "actual": "cohesion 0.000, clustering 0.000", "id": "cohesion", "label": "Cohesion", "max_score": 15, "reason": "Rewards dependencies that stay inside architectural slices and avoid dense clustering.", "score": 6.0 }, { "actual": "0.3%", "id": "test_footprint", "label": "Test footprint", "max_score": 10, "reason": "Rewards a meaningful static test footprint without treating it as runtime coverage.", "score": 0.1 }, { "actual": "fresh", "id": "freshness", "label": "Metric freshness", "max_score": 5, "reason": "Rewards metric groups that refreshed successfully in the latest benchmark run.", "score": 5.0 } ], "formula": "quality + module_size + coupling + cohesion + test_footprint + freshness", "project": "Sling", "rubric": { "clean_oop": { "evidence": [ "largest module is very large (4198 LOC)", "P90 module size is high (1554 LOC)", "average fan-out is controlled (0.00)", "P90 fan-out is controlled (0)" ], "label": "Clean OOP correspondence", "scale": "0-5", "score": 2.7 }, "solid": { "evidence": [ "largest module is very large (4198 LOC)", "P90 module size is high (1554 LOC)", "average fan-out is controlled (0.00)", "P90 fan-out is controlled (0)" ], "label": "SOLID correspondence", "scale": "0-5", "score": 3.1 } }, "score": 46 } }, "schema_version": 1 }, "scoring_calibration": { "explanation_cards": { "airbyte": { "headline": "Airbyte calibrates at 38 from raw 75 under the python-library profile.", "negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "15 production god modules remain above the calibrated threshold.", "Normalized score differs from raw score by -37 points." ], "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "positive_drivers": [ "P90 fan-out remains within the language/repo profile budget." ] }, "apache-hop": { "headline": "Apache Hop calibrates at 9 from raw 56 under the jvm-platform profile.", "negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "P90 fan-out exceeds the calibrated coupling budget.", "15 production god modules remain above the calibrated threshold." ], "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "positive_drivers": [] }, "dlt": { "headline": "dlt calibrates at 0 from raw 57 under the python-library profile.", "negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "P90 fan-out exceeds the calibrated coupling budget.", "12 production god modules remain above the calibrated threshold." ], "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "positive_drivers": [] }, "dpone": { "headline": "dpone calibrates at 78 from raw 92 under the python-framework profile.", "negative_drivers": [ "DRY/KISS responsibility pressure is still visible in semantic evidence.", "Normalized score differs from raw score by -14 points." ], "next_best_action": "Extract repeated branching into strategy contracts with one responsibility per class.", "positive_drivers": [ "Largest production module fits the normalized profile threshold.", "P90 fan-out remains within the language/repo profile budget.", "No production god modules detected." ] }, "pentaho-kettle": { "headline": "Pentaho Kettle calibrates at 0 from raw 46 under the jvm-platform profile.", "negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "P90 fan-out exceeds the calibrated coupling budget.", "15 production god modules remain above the calibrated threshold." ], "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "positive_drivers": [] }, "sling": { "headline": "Sling calibrates at 0 from raw 45 under the mixed-monorepo profile.", "negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "15 production god modules remain above the calibrated threshold.", "DRY/KISS responsibility pressure is still visible in semantic evidence." ], "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "positive_drivers": [ "P90 fan-out remains within the language/repo profile budget." ] } }, "guardrails": { "airbyte": [ { "id": "micro_module_pressure", "label": "Micro-module pressure", "message": "No micro-module gaming pressure detected.", "status": "passed" }, { "id": "hollow_interface_pressure", "label": "Hollow-interface pressure", "message": "Interface density looks proportional to implementation evidence.", "status": "passed" }, { "id": "score_gaming_resistance", "label": "Score-gaming resistance", "message": "Normalized score differs from raw score by -37 points.", "status": "warning" } ], "apache-hop": [ { "id": "micro_module_pressure", "label": "Micro-module pressure", "message": "No micro-module gaming pressure detected.", "status": "passed" }, { "id": "hollow_interface_pressure", "label": "Hollow-interface pressure", "message": "Interface density looks proportional to implementation evidence.", "status": "passed" }, { "id": "score_gaming_resistance", "label": "Score-gaming resistance", "message": "Normalized score differs from raw score by -47 points.", "status": "warning" } ], "dlt": [ { "id": "micro_module_pressure", "label": "Micro-module pressure", "message": "No micro-module gaming pressure detected.", "status": "passed" }, { "id": "hollow_interface_pressure", "label": "Hollow-interface pressure", "message": "Interface density looks proportional to implementation evidence.", "status": "passed" }, { "id": "score_gaming_resistance", "label": "Score-gaming resistance", "message": "Normalized score differs from raw score by -57 points.", "status": "warning" } ], "dpone": [ { "id": "micro_module_pressure", "label": "Micro-module pressure", "message": "No micro-module gaming pressure detected.", "status": "passed" }, { "id": "hollow_interface_pressure", "label": "Hollow-interface pressure", "message": "Interface density looks proportional to implementation evidence.", "status": "passed" }, { "id": "score_gaming_resistance", "label": "Score-gaming resistance", "message": "Normalized score differs from raw score by -14 points.", "status": "warning" } ], "pentaho-kettle": [ { "id": "micro_module_pressure", "label": "Micro-module pressure", "message": "No micro-module gaming pressure detected.", "status": "passed" }, { "id": "hollow_interface_pressure", "label": "Hollow-interface pressure", "message": "Interface density looks proportional to implementation evidence.", "status": "passed" }, { "id": "score_gaming_resistance", "label": "Score-gaming resistance", "message": "Normalized score differs from raw score by -46 points.", "status": "warning" } ], "sling": [ { "id": "micro_module_pressure", "label": "Micro-module pressure", "message": "No micro-module gaming pressure detected.", "status": "passed" }, { "id": "hollow_interface_pressure", "label": "Hollow-interface pressure", "message": "High interface density with no implementation pressure may indicate score-padding.", "status": "warning" }, { "id": "score_gaming_resistance", "label": "Score-gaming resistance", "message": "Normalized score differs from raw score by -45 points.", "status": "warning" } ] }, "methodology": { "normalization_note": "Profile thresholds prevent Python frameworks, JVM platforms and mixed monorepos from being compared with one flat module-size budget.", "purpose": "Separate raw maintainability scores from language/repository-size-normalized scorecards.", "score_inputs": [ "industrial maintainability", "semantic maintainability", "coverage confidence", "module size", "fan-out", "anti-gaming guardrails" ] }, "schema_version": 1, "sensitivity": { "airbyte": { "baseline_score": 38, "high_threshold_score": 38, "low_threshold_score": 38, "most_sensitive_metric": "module_size", "rank_stability": "stable", "threshold_10_percent_swing": 0 }, "apache-hop": { "baseline_score": 9, "high_threshold_score": 10, "low_threshold_score": 8, "most_sensitive_metric": "module_size", "rank_stability": "stable", "threshold_10_percent_swing": 2 }, "dlt": { "baseline_score": 0, "high_threshold_score": 0, "low_threshold_score": 0, "most_sensitive_metric": "semantic_floor", "rank_stability": "stable", "threshold_10_percent_swing": 0 }, "dpone": { "baseline_score": 78, "high_threshold_score": 78, "low_threshold_score": 78, "most_sensitive_metric": "god_object", "rank_stability": "stable", "threshold_10_percent_swing": 0 }, "pentaho-kettle": { "baseline_score": 0, "high_threshold_score": 0, "low_threshold_score": 0, "most_sensitive_metric": "module_size", "rank_stability": "stable", "threshold_10_percent_swing": 0 }, "sling": { "baseline_score": 0, "high_threshold_score": 0, "low_threshold_score": 0, "most_sensitive_metric": "module_size", "rank_stability": "stable", "threshold_10_percent_swing": 0 } }, "summary": { "airbyte": { "calibration_band": "stable", "language_mix": { "jvm": 0.032, "other": 0.0, "python": 0.968, "ts_js": 0.0 }, "name": "Airbyte", "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "normalization_adjustment": -37, "normalization_profile": "python-library", "normalized_score": 38, "profile_thresholds": { "max_module_lines": 700.0, "p90_ce": 8.0, "semantic_floor": 72.0 }, "raw_score": 75, "repo_scale": "product-codebase", "threshold_10_percent_swing": 0, "top_negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "15 production god modules remain above the calibrated threshold.", "Normalized score differs from raw score by -37 points." ], "top_positive_drivers": [ "P90 fan-out remains within the language/repo profile budget." ] }, "apache-hop": { "calibration_band": "stable", "language_mix": { "jvm": 1.0, "other": 0.0, "python": 0.0, "ts_js": 0.0 }, "name": "Apache Hop", "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "normalization_adjustment": -47, "normalization_profile": "jvm-platform", "normalized_score": 9, "profile_thresholds": { "max_module_lines": 1200.0, "p90_ce": 14.0, "semantic_floor": 70.0 }, "raw_score": 56, "repo_scale": "large-monorepo", "threshold_10_percent_swing": 2, "top_negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "P90 fan-out exceeds the calibrated coupling budget.", "15 production god modules remain above the calibrated threshold." ], "top_positive_drivers": [] }, "dlt": { "calibration_band": "stable", "language_mix": { "jvm": 0.0, "other": 0.0, "python": 1.0, "ts_js": 0.0 }, "name": "dlt", "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "normalization_adjustment": -57, "normalization_profile": "python-library", "normalized_score": 0, "profile_thresholds": { "max_module_lines": 700.0, "p90_ce": 8.0, "semantic_floor": 72.0 }, "raw_score": 57, "repo_scale": "product-codebase", "threshold_10_percent_swing": 0, "top_negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "P90 fan-out exceeds the calibrated coupling budget.", "12 production god modules remain above the calibrated threshold." ], "top_positive_drivers": [] }, "dpone": { "calibration_band": "stable", "language_mix": { "jvm": 0.0, "other": 0.0, "python": 1.0, "ts_js": 0.0 }, "name": "dpone", "next_best_action": "Extract repeated branching into strategy contracts with one responsibility per class.", "normalization_adjustment": -14, "normalization_profile": "python-framework", "normalized_score": 78, "profile_thresholds": { "max_module_lines": 600.0, "p90_ce": 8.0, "semantic_floor": 75.0 }, "raw_score": 92, "repo_scale": "product-codebase", "threshold_10_percent_swing": 0, "top_negative_drivers": [ "DRY/KISS responsibility pressure is still visible in semantic evidence.", "Normalized score differs from raw score by -14 points." ], "top_positive_drivers": [ "Largest production module fits the normalized profile threshold.", "P90 fan-out remains within the language/repo profile budget.", "No production god modules detected." ] }, "pentaho-kettle": { "calibration_band": "stable", "language_mix": { "jvm": 1.0, "other": 0.0, "python": 0.0, "ts_js": 0.0 }, "name": "Pentaho Kettle", "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "normalization_adjustment": -46, "normalization_profile": "jvm-platform", "normalized_score": 0, "profile_thresholds": { "max_module_lines": 1200.0, "p90_ce": 14.0, "semantic_floor": 70.0 }, "raw_score": 46, "repo_scale": "large-monorepo", "threshold_10_percent_swing": 0, "top_negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "P90 fan-out exceeds the calibrated coupling budget.", "15 production god modules remain above the calibrated threshold." ], "top_positive_drivers": [] }, "sling": { "calibration_band": "stable", "language_mix": { "jvm": 0.0, "other": 1.0, "python": 0.0, "ts_js": 0.0 }, "name": "Sling", "next_best_action": "Split the largest production modules behind the existing runtime contracts.", "normalization_adjustment": -45, "normalization_profile": "mixed-monorepo", "normalized_score": 0, "profile_thresholds": { "max_module_lines": 1000.0, "p90_ce": 12.0, "semantic_floor": 70.0 }, "raw_score": 45, "repo_scale": "focused-framework", "threshold_10_percent_swing": 0, "top_negative_drivers": [ "Largest production module exceeds the normalized profile threshold.", "15 production god modules remain above the calibrated threshold.", "DRY/KISS responsibility pressure is still visible in semantic evidence." ], "top_positive_drivers": [ "P90 fan-out remains within the language/repo profile budget." ] } } }, "security_supply_chain": { "dimensions": [ { "label": "License declared", "slug": "license_declared", "value": "clear legal reuse boundary", "weight": 2 }, { "label": "Secret scanning", "slug": "secret_scanning", "value": "credential leakage prevention", "weight": 3 }, { "label": "CodeQL / SAST", "slug": "sast_codeql", "value": "static vulnerability discovery", "weight": 3 }, { "label": "OSSF Scorecard", "slug": "ossf_scorecard", "value": "ecosystem supply-chain signal", "weight": 2 }, { "label": "Dependency update automation", "slug": "dependency_updates", "value": "known-CVE response loop", "weight": 2 }, { "label": "Lockfile reproducibility", "slug": "lockfile_reproducibility", "value": "repeatable dependency graph", "weight": 2 }, { "label": "SBOM inventory", "slug": "sbom_inventory", "value": "auditable component inventory", "weight": 2 }, { "label": "Security policy", "slug": "security_policy", "value": "vulnerability reporting UX", "weight": 2 }, { "label": "Least-privilege CI permissions", "slug": "least_privilege_permissions", "value": "workflow blast-radius control", "weight": 2 }, { "label": "Release provenance", "slug": "release_provenance", "value": "artifact origin and attestation", "weight": 2 } ], "entries": [ { "dimension": "license_declared", "evidence": "License metadata found.", "points": 3.0, "sources": [ "LICENSE", "pyproject.toml" ], "status": "present", "tool": "dpone" }, { "dimension": "secret_scanning", "evidence": "Secret scanning workflow detected.", "points": 3.0, "sources": [ ".github/workflows/secret-scan.yml" ], "status": "present", "tool": "dpone" }, { "dimension": "sast_codeql", "evidence": "CodeQL workflow detected.", "points": 3.0, "sources": [ ".github/workflows/codeql.yml" ], "status": "present", "tool": "dpone" }, { "dimension": "ossf_scorecard", "evidence": "OSSF Scorecard workflow detected.", "points": 3.0, "sources": [ ".github/workflows/scorecard.yml" ], "status": "present", "tool": "dpone" }, { "dimension": "dependency_updates", "evidence": "Dependency update automation detected.", "points": 3.0, "sources": [ ".github/dependabot.yml" ], "status": "present", "tool": "dpone" }, { "dimension": "lockfile_reproducibility", "evidence": "Dependency lockfile detected.", "points": 3.0, "sources": [ "uv.lock" ], "status": "present", "tool": "dpone" }, { "dimension": "sbom_inventory", "evidence": "SBOM or component-inventory evidence detected.", "points": 3.0, "sources": [ "docs/supply-chain.md", "docs/developer-supply-chain.md" ], "status": "present", "tool": "dpone" }, { "dimension": "security_policy", "evidence": "Security reporting policy detected.", "points": 3.0, "sources": [ "SECURITY.md" ], "status": "present", "tool": "dpone" }, { "dimension": "least_privilege_permissions", "evidence": "Explicit GitHub Actions permissions detected.", "points": 3.0, "sources": [ ".github/workflows/certification-release-summary.yml", ".github/workflows/ci.yml", ".github/workflows/codeql.yml", ".github/workflows/connector-certification.yml", ".github/workflows/full-certification.yml", ".github/workflows/industrial-readiness.yml", ".github/workflows/integration-matrix.yml", ".github/workflows/live-certification.yml", ".github/workflows/observability-maturity.yml", ".github/workflows/orchestration-maturity.yml", ".github/workflows/oss-code-quality-benchmark.yml", ".github/workflows/pages.yml", ".github/workflows/production-maturity.yml", ".github/workflows/release.yml", ".github/workflows/replay-integration.yml", ".github/workflows/route-certification-release.yml", ".github/workflows/route-release-finalize.yml", ".github/workflows/runtime-image.yml", ".github/workflows/scorecard.yml", ".github/workflows/secret-scan.yml" ], "status": "present", "tool": "dpone" }, { "dimension": "release_provenance", "evidence": "Release provenance or OIDC publishing evidence detected.", "points": 3.0, "sources": [ ".github/workflows/pages.yml", ".github/workflows/release.yml", ".github/workflows/scorecard.yml" ], "status": "present", "tool": "dpone" }, { "dimension": "license_declared", "evidence": "License metadata found.", "points": 3.0, "sources": [ "LICENSE" ], "status": "present", "tool": "airbyte" }, { "dimension": "secret_scanning", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "airbyte" }, { "dimension": "sast_codeql", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "airbyte" }, { "dimension": "ossf_scorecard", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "airbyte" }, { "dimension": "dependency_updates", "evidence": "Dependency update automation detected.", "points": 3.0, "sources": [ ".github/dependabot.yml" ], "status": "present", "tool": "airbyte" }, { "dimension": "lockfile_reproducibility", "evidence": "Dependency lockfile detected.", "points": 3.0, "sources": [ "poetry.lock" ], "status": "present", "tool": "airbyte" }, { "dimension": "sbom_inventory", "evidence": "SBOM evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "airbyte" }, { "dimension": "security_policy", "evidence": "Security reporting policy was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "airbyte" }, { "dimension": "least_privilege_permissions", "evidence": "Explicit GitHub Actions permissions detected.", "points": 3.0, "sources": [ ".github/workflows/agent-sdk-docs-generate.yml", ".github/workflows/ai-canary-prerelease-command.yml", ".github/workflows/ai-create-docs-pr-command.yml", ".github/workflows/ai-dev-command.yml", ".github/workflows/ai-docs-review-command.yml", ".github/workflows/ai-prove-fix-command.yml", ".github/workflows/ai-ready-command.yml", ".github/workflows/ai-release-watch-command.yml", ".github/workflows/ai-review-command.yml", ".github/workflows/auto-ai-review-label.yml", ".github/workflows/auto-merge-cron.yml", ".github/workflows/auto-merge-labels.yml", ".github/workflows/auto-merge-toggle.yml", ".github/workflows/block-release-check.yml", ".github/workflows/block-release.yml", ".github/workflows/bump-progressive-rollout-version-command.yml", ".github/workflows/bump-version-command.yml", ".github/workflows/community-pr-permissions-check.yml", ".github/workflows/connector-active-progressive-rollout-checks.yml", ".github/workflows/connector-ci-checks.yml", ".github/workflows/connector-image-build.yml", ".github/workflows/connectors-up-to-date.yml", ".github/workflows/daily-sonar-release-notes.yml", ".github/workflows/docker-connector-base-image-tests.yml", ".github/workflows/docs-vercel-production-rebuild.yml", ".github/workflows/enforce-draft-pr-status.yml", ".github/workflows/finalize_rollout.yml", ".github/workflows/force-merge-command.yml" ], "status": "present", "tool": "airbyte" }, { "dimension": "release_provenance", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "airbyte" }, { "dimension": "license_declared", "evidence": "License metadata found.", "points": 3.0, "sources": [ "pyproject.toml" ], "status": "present", "tool": "dlt" }, { "dimension": "secret_scanning", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "dlt" }, { "dimension": "sast_codeql", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "dlt" }, { "dimension": "ossf_scorecard", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "dlt" }, { "dimension": "dependency_updates", "evidence": "Dependency update automation was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "dlt" }, { "dimension": "lockfile_reproducibility", "evidence": "Dependency lockfile detected.", "points": 3.0, "sources": [ "uv.lock" ], "status": "present", "tool": "dlt" }, { "dimension": "sbom_inventory", "evidence": "SBOM evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "dlt" }, { "dimension": "security_policy", "evidence": "Security reporting policy was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "dlt" }, { "dimension": "least_privilege_permissions", "evidence": "Explicit GitHub Actions permissions detected.", "points": 3.0, "sources": [ ".github/workflows/fork_tests_with_secrets.yml" ], "status": "present", "tool": "dlt" }, { "dimension": "release_provenance", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "dlt" }, { "dimension": "license_declared", "evidence": "License metadata found.", "points": 3.0, "sources": [ "pom.xml" ], "status": "present", "tool": "pentaho-kettle" }, { "dimension": "secret_scanning", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "pentaho-kettle" }, { "dimension": "sast_codeql", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "pentaho-kettle" }, { "dimension": "ossf_scorecard", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "pentaho-kettle" }, { "dimension": "dependency_updates", "evidence": "Dependency update automation was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "pentaho-kettle" }, { "dimension": "lockfile_reproducibility", "evidence": "Dependency manifest detected without a dedicated lockfile.", "points": 1.5, "sources": [ "pom.xml" ], "status": "partial", "tool": "pentaho-kettle" }, { "dimension": "sbom_inventory", "evidence": "SBOM evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "pentaho-kettle" }, { "dimension": "security_policy", "evidence": "Security reporting policy was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "pentaho-kettle" }, { "dimension": "least_privilege_permissions", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "pentaho-kettle" }, { "dimension": "release_provenance", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "pentaho-kettle" }, { "dimension": "license_declared", "evidence": "License metadata found.", "points": 3.0, "sources": [ "LICENSE", "NOTICE", "pom.xml" ], "status": "present", "tool": "apache-hop" }, { "dimension": "secret_scanning", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "apache-hop" }, { "dimension": "sast_codeql", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "apache-hop" }, { "dimension": "ossf_scorecard", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "apache-hop" }, { "dimension": "dependency_updates", "evidence": "Dependency update automation was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "apache-hop" }, { "dimension": "lockfile_reproducibility", "evidence": "Dependency manifest detected without a dedicated lockfile.", "points": 1.5, "sources": [ "pom.xml" ], "status": "partial", "tool": "apache-hop" }, { "dimension": "sbom_inventory", "evidence": "SBOM evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "apache-hop" }, { "dimension": "security_policy", "evidence": "Security reporting policy was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "apache-hop" }, { "dimension": "least_privilege_permissions", "evidence": "Explicit GitHub Actions permissions detected.", "points": 3.0, "sources": [ ".github/workflows/issue_tagger.yml", ".github/workflows/pr_tagger.yml", ".github/workflows/self_assign.yml" ], "status": "present", "tool": "apache-hop" }, { "dimension": "release_provenance", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "apache-hop" }, { "dimension": "license_declared", "evidence": "License metadata found.", "points": 3.0, "sources": [ "LICENSE" ], "status": "present", "tool": "sling" }, { "dimension": "secret_scanning", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "sling" }, { "dimension": "sast_codeql", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "sling" }, { "dimension": "ossf_scorecard", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "sling" }, { "dimension": "dependency_updates", "evidence": "Dependency update automation was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "sling" }, { "dimension": "lockfile_reproducibility", "evidence": "Dependency reproducibility evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "sling" }, { "dimension": "sbom_inventory", "evidence": "SBOM evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "sling" }, { "dimension": "security_policy", "evidence": "Security reporting policy was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "sling" }, { "dimension": "least_privilege_permissions", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "sling" }, { "dimension": "release_provenance", "evidence": "Workflow evidence was not detected.", "points": 0.0, "sources": [], "status": "not_detected", "tool": "sling" }, { "dimension": "license_declared", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "secret_scanning", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "sast_codeql", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "ossf_scorecard", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "dependency_updates", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "lockfile_reproducibility", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "sbom_inventory", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "security_policy", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "least_privilege_permissions", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "release_provenance", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://fivetran.com/docs/security-and-privacy/security", "https://fivetran.com/docs/core-concepts/syncoverview/data-credential-encryption" ], "status": "unavailable", "tool": "fivetran" }, { "dimension": "license_declared", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" }, { "dimension": "secret_scanning", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" }, { "dimension": "sast_codeql", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" }, { "dimension": "ossf_scorecard", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" }, { "dimension": "dependency_updates", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" }, { "dimension": "lockfile_reproducibility", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" }, { "dimension": "sbom_inventory", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" }, { "dimension": "security_policy", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" }, { "dimension": "least_privilege_permissions", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" }, { "dimension": "release_provenance", "evidence": "Closed-core product posture is documented publicly, but source supply-chain controls cannot be scanned.", "points": 0.0, "sources": [ "https://www.informatica.com/trust-center.html", "https://trust.informatica.com/security.html" ], "status": "unavailable", "tool": "informatica" } ], "methodology": "Repository-local security and supply-chain controls are detected from source files, GitHub workflows, lockfiles, policies and docs. Closed-core vendors are listed as posture notes, not code-scored.", "schema_version": 1, "status_points": { "not_detected": 0.0, "partial": 1.5, "present": 3.0, "unavailable": 0.0 }, "summary": { "airbyte": { "band": "risk", "code_comparable": true, "comparator_note": "oss-core", "missing_controls": 6, "name": "Airbyte", "notable_gaps": [ "secret_scanning", "sast_codeql", "ossf_scorecard", "sbom_inventory" ], "partial_controls": 0, "present_controls": 4, "score": 36 }, "apache-hop": { "band": "risk", "code_comparable": true, "comparator_note": "oss-core", "missing_controls": 7, "name": "Apache Hop", "notable_gaps": [ "secret_scanning", "sast_codeql", "ossf_scorecard", "dependency_updates" ], "partial_controls": 1, "present_controls": 2, "score": 23 }, "dlt": { "band": "risk", "code_comparable": true, "comparator_note": "oss-core", "missing_controls": 7, "name": "dlt", "notable_gaps": [ "secret_scanning", "sast_codeql", "ossf_scorecard", "dependency_updates" ], "partial_controls": 0, "present_controls": 3, "score": 27 }, "dpone": { "band": "excellent", "code_comparable": true, "comparator_note": "local-framework", "missing_controls": 0, "name": "dpone", "notable_gaps": [], "partial_controls": 0, "present_controls": 10, "score": 100 }, "fivetran": { "band": "not code-scored", "code_comparable": false, "comparator_note": "closed-core posture note; source controls cannot be scanned", "missing_controls": null, "name": "Fivetran", "notable_gaps": [ "source supply-chain controls are unavailable" ], "partial_controls": null, "present_controls": null, "score": null }, "informatica": { "band": "not code-scored", "code_comparable": false, "comparator_note": "closed-core posture note; source controls cannot be scanned", "missing_controls": null, "name": "Informatica", "notable_gaps": [ "source supply-chain controls are unavailable" ], "partial_controls": null, "present_controls": null, "score": null }, "pentaho-kettle": { "band": "risk", "code_comparable": true, "comparator_note": "oss-core", "missing_controls": 8, "name": "Pentaho Kettle", "notable_gaps": [ "secret_scanning", "sast_codeql", "ossf_scorecard", "dependency_updates" ], "partial_controls": 1, "present_controls": 1, "score": 14 }, "sling": { "band": "risk", "code_comparable": true, "comparator_note": "oss-core", "missing_controls": 9, "name": "Sling", "notable_gaps": [ "secret_scanning", "sast_codeql", "ossf_scorecard", "dependency_updates" ], "partial_controls": 0, "present_controls": 1, "score": 9 } }, "tools": [ { "code_comparable": true, "comparator_note": "local-framework", "name": "dpone", "slug": "dpone" }, { "code_comparable": true, "comparator_note": "oss-core", "name": "Airbyte", "slug": "airbyte" }, { "code_comparable": true, "comparator_note": "oss-core", "name": "dlt", "slug": "dlt" }, { "code_comparable": true, "comparator_note": "oss-core", "name": "Pentaho Kettle", "slug": "pentaho-kettle" }, { "code_comparable": true, "comparator_note": "oss-core", "name": "Apache Hop", "slug": "apache-hop" }, { "code_comparable": true, "comparator_note": "oss-core", "name": "Sling", "slug": "sling" }, { "code_comparable": false, "comparator_note": "closed-core posture note; source controls cannot be scanned", "name": "Fivetran", "slug": "fivetran" }, { "code_comparable": false, "comparator_note": "closed-core posture note; source controls cannot be scanned", "name": "Informatica", "slug": "informatica" } ] }, "semantic_maintainability": { "methodology": "Static semantic maintainability proxies for god modules/classes/functions, SOLID/DI contracts, DRY/KISS responsibility spread and direct implementation coupling.", "risk_register": [ { "module": "airbyte-integrations/bases/base-normalization/normalization/transform_catalog/reserved_keywords.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 3276 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/bases/base-normalization/normalization/transform_catalog/stream_processor.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 1530 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/bases/base-normalization/normalization/transform_catalog/stream_processor.py", "priority": "P1", "project": "airbyte", "reason": "class `StreamProcessor` is 1426 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/connectors/source-github/source_github/github_schema.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 41035 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/connectors/source-github/source_github/github_schema.py", "priority": "P1", "project": "airbyte", "reason": "class `Mutation` is 3636 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/connectors/source-github/source_github/streams.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 1955 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/connectors/source-google-ads/source_google_ads/components.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 1322 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/connectors/source-shopify/source_shopify/shopify_graphql/bulk/query.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 3531 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "core/src/main/java/org/apache/hop/core/database/Database.java", "priority": "P1", "project": "apache-hop", "reason": "module `module` is 4719 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "core/src/main/java/org/apache/hop/core/row/value/ValueMetaBase.java", "priority": "P1", "project": "apache-hop", "reason": "module `module` is 5998 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "engine/src/main/java/org/apache/hop/pipeline/Pipeline.java", "priority": "P1", "project": "apache-hop", "reason": "module `module` is 3604 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "engine/src/main/java/org/apache/hop/pipeline/transform/BaseTransform.java", "priority": "P1", "project": "apache-hop", "reason": "module `module` is 4084 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "ui/src/main/java/org/apache/hop/ui/core/widget/TableView.java", "priority": "P1", "project": "apache-hop", "reason": "module `module` is 3807 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "ui/src/main/java/org/apache/hop/ui/hopgui/file/pipeline/HopGuiPipelineGraph.java", "priority": "P1", "project": "apache-hop", "reason": "module `module` is 5861 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "ui/src/main/java/org/apache/hop/ui/hopgui/file/workflow/HopGuiWorkflowGraph.java", "priority": "P1", "project": "apache-hop", "reason": "module `module` is 4760 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "ui/src/main/java/org/apache/hop/ui/hopgui/perspective/explorer/ExplorerPerspective.java", "priority": "P1", "project": "apache-hop", "reason": "module `module` is 3789 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "dlt/common/libs/pyarrow.py", "priority": "P1", "project": "dlt", "reason": "module `module` is 1588 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "dlt/common/schema/schema.py", "priority": "P1", "project": "dlt", "reason": "module `module` is 1331 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "dlt/common/schema/schema.py", "priority": "P1", "project": "dlt", "reason": "class `Schema` is 1254 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "dlt/common/schema/utils.py", "priority": "P1", "project": "dlt", "reason": "module `module` is 1503 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." } ], "schema_version": 1, "summary": { "airbyte": { "boundary_findings": [], "boundary_score": 96, "branch_hotspot_count": 215, "constructor_dependency_count": 737, "direct_implementation_imports": 0, "dry_kiss_findings": [ { "message": "Responsibility spread covers 8 architectural tags.", "principle": "DRY/KISS" }, { "message": "Branch hotspots: 215; god functions: 22.", "principle": "KISS" } ], "dry_kiss_score": 83, "god_class_count": 60, "god_function_count": 22, "god_module_count": 15, "god_object_score": 37, "interface_density": 0.2932, "name": "Airbyte", "overall_score": 75, "responsibility_spread": 8, "risk_register": [ { "module": "airbyte-integrations/connectors/source-github/source_github/github_schema.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 41035 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/connectors/source-github/source_github/github_schema.py", "priority": "P1", "project": "airbyte", "reason": "class `Mutation` is 3636 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/connectors/source-shopify/source_shopify/shopify_graphql/bulk/query.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 3531 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/bases/base-normalization/normalization/transform_catalog/reserved_keywords.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 3276 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/connectors/source-github/source_github/streams.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 1955 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/bases/base-normalization/normalization/transform_catalog/stream_processor.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 1530 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/bases/base-normalization/normalization/transform_catalog/stream_processor.py", "priority": "P1", "project": "airbyte", "reason": "class `StreamProcessor` is 1426 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "airbyte-integrations/connectors/source-google-ads/source_google_ads/components.py", "priority": "P1", "project": "airbyte", "reason": "module `module` is 1322 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "semantic branch hotspots", "priority": "P2", "project": "airbyte", "reason": "215 files exceed branch-count comfort thresholds.", "recommendation": "Extract branching into strategies or declarative rule tables." } ], "solid_di_findings": [ { "message": "Constructor dependency signals detected: 737.", "principle": "DI" }, { "message": "Interface/protocol density is 0.293.", "principle": "SOLID" } ], "solid_di_score": 93, "status": "strong", "top_god_objects": [ { "kind": "module", "module": "airbyte-integrations/connectors/source-github/source_github/github_schema.py", "name": "module", "unit": "LOC", "value": 41035 }, { "kind": "class", "module": "airbyte-integrations/connectors/source-github/source_github/github_schema.py", "name": "Mutation", "unit": "LOC", "value": 3636 }, { "kind": "module", "module": "airbyte-integrations/connectors/source-shopify/source_shopify/shopify_graphql/bulk/query.py", "name": "module", "unit": "LOC", "value": 3531 }, { "kind": "module", "module": "airbyte-integrations/bases/base-normalization/normalization/transform_catalog/reserved_keywords.py", "name": "module", "unit": "LOC", "value": 3276 }, { "kind": "module", "module": "airbyte-integrations/connectors/source-github/source_github/streams.py", "name": "module", "unit": "LOC", "value": 1955 }, { "kind": "module", "module": "airbyte-integrations/bases/base-normalization/normalization/transform_catalog/stream_processor.py", "name": "module", "unit": "LOC", "value": 1530 }, { "kind": "class", "module": "airbyte-integrations/bases/base-normalization/normalization/transform_catalog/stream_processor.py", "name": "StreamProcessor", "unit": "LOC", "value": 1426 }, { "kind": "module", "module": "airbyte-integrations/connectors/source-google-ads/source_google_ads/components.py", "name": "module", "unit": "LOC", "value": 1322 }, { "kind": "class", "module": "airbyte-integrations/connectors/source-github/source_github/github_schema.py", "name": "Repository", "unit": "LOC", "value": 1240 }, { "kind": "module", "module": "airbyte-integrations/connectors/source-outbrain-amplify/source_outbrain_amplify/source.py", "name": "module", "unit": "LOC", "value": 1234 }, { "kind": "module", "module": "airbyte-integrations/connectors/source-salesforce/source_salesforce/streams.py", "name": "module", "unit": "LOC", "value": 1131 }, { "kind": "class", "module": "airbyte-integrations/connectors/source-github/source_github/github_schema.py", "name": "EnterpriseOwnerInfo", "unit": "LOC", "value": 1077 }, { "kind": "module", "module": "airbyte-integrations/connectors/source-hubspot/components.py", "name": "module", "unit": "LOC", "value": 989 }, { "kind": "module", "module": "airbyte-integrations/connectors/destination-snowflake-cortex/destination_snowflake_cortex/common/sql/sql_processor.py", "name": "module", "unit": "LOC", "value": 975 }, { "kind": "module", "module": "airbyte-integrations/connectors/source-shopify/source_shopify/streams/base_streams.py", "name": "module", "unit": "LOC", "value": 963 } ] }, "apache-hop": { "boundary_findings": [], "boundary_score": 63, "branch_hotspot_count": 798, "constructor_dependency_count": 0, "direct_implementation_imports": 0, "dry_kiss_findings": [ { "message": "Responsibility spread covers 6 architectural tags.", "principle": "DRY/KISS" }, { "message": "Branch hotspots: 798; god functions: 0.", "principle": "KISS" } ], "dry_kiss_score": 73, "god_class_count": 0, "god_function_count": 0, "god_module_count": 15, "god_object_score": 40, "interface_density": 0.1673, "name": "Apache Hop", "overall_score": 57, "responsibility_spread": 6, "risk_register": [ { "module": "core/src/main/java/org/apache/hop/core/row/value/ValueMetaBase.java", "priority": "P1", "project": "apache-hop", "reason": "module `module` is 5998 LOC.", "recommendation": "Split responsibility behind a smaller service, strategy, renderer, or port." }, { "module": "ui/src/main/java/org/apache/hop/ui/hopgui/file/pipeline/HopGuiPipelineGraph.java", "priority": 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"severity": "blocker", "status": "passed", "threshold": 85 }, { "actual": 16, "id": "architecture_risk", "label": "Architecture risk score", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 24 }, { "actual": 100, "id": "coverage_confidence", "label": "Coverage confidence score", "operator": ">=", "severity": "blocker", "status": "passed", "threshold": 75 }, { "actual": 449, "id": "max_module_loc", "label": "Largest production module LOC", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 600 }, { "actual": 397, "id": "max_module_sloc", "label": "Largest production module SLOC", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 400 }, { "actual": 26, "id": "max_fan_out", "label": "Maximum fan-out", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 30 }, { "actual": 0.6332322953981813, "id": "cohesion", "label": "Cohesion ratio", "operator": ">=", "severity": "blocker", "status": "passed", "threshold": 0.55 }, { "actual": "fresh", "id": "freshness", "label": "Metric freshness", "operator": "==", "severity": "blocker", "status": "passed", "threshold": "fresh" }, { "actual": 0.1567142498960825, "id": "avg_clustering", "label": "Average clustering", "operator": "<=", "severity": "blocker", "status": "passed", "threshold": 0.18 }, { "actual": "resolved", "id": "release_context", "label": "Release context resolved", "operator": "==", "severity": "blocker", "status": "passed", "threshold": "resolved" }, { "actual": "passed", "id": "quality_budget", "label": "Quality budget hard failures", "operator": "==", "severity": "blocker", "status": "passed", "threshold": "passed" }, { "actual": "passed", "id": "executable_certification", "label": "Executable certification", "operator": "==", "severity": "blocker", "status": "passed", "threshold": "passed" } ], "failed": 0, "failed_checks": [], "passed": 13, "project": "dpone", "status": "passed" }, "run_context": { "branch": "codex/release-v0.62.1", "generated_at": "2026-06-30T15:36:13+00:00", "git_sha": "3f562b42ebc8db96a14361ce93353486faa23af4", "run_id": "local", "run_url": "", "updated_by": "codex-local", "workflow_name": "local" }, "schema_version": 1, "status": "verified", "summary": "Customer-ready certification snapshot for dpone code quality, governance, security, reliability, operability, freshness and benchmark evidence.", "title": "dpone Trust Center Snapshot" } }