chore(aida): migrate repo rules and package validation profiles

.aida/change_domains.yaml

@@ -0,0 +1,43 @@
+# (C) 2026 GoodData Corporation
+# AIDA change domain classification
+#
+# Define how changed paths map to validation domains.
+# See `.aida/validation_policy.yaml` for mapping domains to pipelines.
+domains:
+  - id: python-package
+    description: Any workspace Python package under packages/*
+    match_globs:
+      - "packages/*/src/**/*.py"
+      - "packages/*/tests/**/*.py"
+      - "packages/*/pyproject.toml"
+      - "packages/*/tox.ini"
+      - "packages/*/Makefile"
+    root_depth: 2
+
+  - id: api-client
+    description: Generated API client package and its local config
+    match_globs:
+      - "gooddata-api-client/**/*.py"
+      - "gooddata-api-client/requirements.txt"
+      - "gooddata-api-client/test-requirements.txt"
+      - "gooddata-api-client/setup.py"
+      - "gooddata-api-client/tox.ini"
+    root_depth: 1
+
+  - id: repo-tooling
+    description: Root-level shared tooling and workspace configuration
+    match_globs:
+      - "pyproject.toml"
+      - "Makefile"
+      - "project_common.mk"
+      - "ci_tests.mk"
+    root_depth: 0
+
+  - id: aida-config
+    description: AIDA workflow configuration and local MCP wiring
+    match_globs:
+      - ".aida/**/*.yaml"
+      - ".aida/**/*.mdc"
+      - ".mcp.json"
+      - ".claude/CLAUDE.md"
+    root_depth: 0

.aida/git_policy.yaml

@@ -0,0 +1,21 @@
+# (C) 2026 GoodData Corporation
+# AIDA git policy
+#
+# Configure commit and git workflow policy used by AIDA tools.
+git_policy:
+  commit:
+    # Max allowed characters for the full commit subject line.
+    subject_max_chars: 70
+    # Allowed values for required `risk:` footer.
+    risk_values: [nonprod, low, high]
+    # Require AI contribution metadata (`AI-Code-Share`) in each commit.
+    require_ai_share: false
+    # Require `Co-authored-by:` footer in each commit.
+    require_co_authored_by: false
+    # Allow `--ai-share-auto <actor>` (deterministic actor=100).
+    enable_ai_share_auto: true
+  workflow:
+    # Prefer `git push --force-with-lease` over `--force` for unpublished branches.
+    prefer_force_with_lease: true
+    # Allow autosquash/rebase only for unpublished (not yet shared) commits.
+    autosquash_unpublished_only: true

.aida/rules/packages/gooddata-dbt.mdc

@@ -0,0 +1,38 @@
+# (C) 2026 GoodData Corporation
+---
+description: GoodData dbt package - bridge from dbt metadata to GoodData semantic model
+alwaysApply: false
+---
+
+# GoodData dbt Package
+
+**Location**: `packages/gooddata-dbt/`
+
+## Owns
+
+- CLI workflow for dbt-oriented GoodData operations (`gooddata-dbt`)
+- Conversion of dbt models/profiles into GoodData LDM and analytics deployment inputs
+- Workspace and data source provisioning helpers driven by `gooddata.yaml`
+
+## Does NOT Own
+
+- Core GoodData SDK domain/client services → `gooddata-sdk`
+- Generic orchestration or storage automation → `gooddata-pipelines`
+- dbt runtime implementation itself (provided by dbt tooling)
+
+## Architecture
+
+**Entry point**: `gooddata_dbt.main:main`
+
+**Primary package**: `src/gooddata_dbt`
+
+**Depends on**: `gooddata-sdk`
+
+## Testing
+
+Use package-local pytest suites under `packages/gooddata-dbt/tests`.
+
+## Dependencies
+
+Required: technologies/python, packages/gooddata-sdk
+Related: technologies/testing, packages/gooddata-pipelines

.aida/rules/packages/gooddata-fdw.mdc

@@ -0,0 +1,38 @@
+# (C) 2026 GoodData Corporation
+---
+description: GoodData FDW package - PostgreSQL foreign data wrapper integration
+alwaysApply: false
+---
+
+# GoodData FDW Package
+
+**Location**: `packages/gooddata-fdw/`
+
+## Owns
+
+- PostgreSQL FDW integration for exposing GoodData data as SQL-accessible foreign tables
+- Translation layer between FDW execution flow and GoodData SDK calls
+- Import/execute FDW command behavior used by package tests and docs
+
+## Does NOT Own
+
+- Core API/service client behavior → `gooddata-sdk`
+- Flight RPC server infrastructure → `gooddata-flight-server`
+- FlexConnect function runtime → `gooddata-flexconnect`
+
+## Architecture
+
+**Primary package**: `src/gooddata_fdw`
+
+**Runtime dependency**: multicorn/PostgreSQL FDW environment
+
+**Depends on**: `gooddata-sdk`
+
+## Testing
+
+Use package-local pytest suites under `packages/gooddata-fdw/tests`.
+
+## Dependencies
+
+Required: technologies/python, packages/gooddata-sdk
+Related: technologies/testing

.aida/rules/packages/gooddata-flexconnect.mdc

@@ -0,0 +1,38 @@
+# (C) 2026 GoodData Corporation
+---
+description: GoodData FlexConnect package - custom data source framework for GoodData
+alwaysApply: false
+---
+
+# GoodData FlexConnect Package
+
+**Location**: `packages/gooddata-flexconnect/`
+
+## Owns
+
+- FlexConnect framework for authoring custom table-function style data sources
+- Runtime contract for mapping custom function outputs into GoodData datasets
+- Integration layer combining GoodData SDK interactions with Flight server hosting
+
+## Does NOT Own
+
+- Generic Flight server infrastructure and CLI → `gooddata-flight-server`
+- Core GoodData Cloud domain/catalog/compute APIs → `gooddata-sdk`
+- PostgreSQL FDW integration → `gooddata-fdw`
+
+## Architecture
+
+**Primary package**: `src/gooddata_flexconnect`
+
+**Depends on**: `gooddata-flight-server`, `gooddata-sdk`
+
+**Typical usage**: external FlexConnect projects consume this package as a framework dependency
+
+## Testing
+
+Use package-local pytest suites under `packages/gooddata-flexconnect/tests`.
+
+## Dependencies
+
+Required: technologies/python, packages/gooddata-flight-server, packages/gooddata-sdk
+Related: technologies/testing

.aida/rules/packages/gooddata-flight-server.mdc

@@ -0,0 +1,38 @@
+# (C) 2026 GoodData Corporation
+---
+description: GoodData Flight Server package - pluggable Flight RPC server foundation
+alwaysApply: false
+---
+
+# GoodData Flight Server Package
+
+**Location**: `packages/gooddata-flight-server/`
+
+## Owns
+
+- Reusable Flight RPC server runtime and CLI (`gooddata-flight-server`)
+- Server bootstrap, lifecycle handling, observability, and auth/token integration
+- Configuration patterns for running custom Flight method providers
+
+## Does NOT Own
+
+- Core GoodData Cloud domain/catalog/compute SDK APIs → `gooddata-sdk`
+- Product-specific data source functions and semantic model mapping → `gooddata-flexconnect`
+- Lifecycle provisioning and backup workflows → `gooddata-pipelines`
+
+## Architecture
+
+**Entry point**: `gooddata_flight_server.cli:server_cli`
+
+**Primary package**: `src/gooddata_flight_server`
+
+**Key stack**: `pyarrow.flight`, `dynaconf`, telemetry/metrics integrations
+
+## Testing
+
+Use package-local pytest suites under `packages/gooddata-flight-server/tests`.
+
+## Dependencies
+
+Required: technologies/python
+Related: technologies/testing, packages/gooddata-flexconnect

.cursor/rules/packages/gooddata-pandas.mdc → .aida/rules/packages/gooddata-pandas.mdc

@@ -1,4 +1,4 @@
-# (C) 2025 GoodData Corporation
+# (C) 2026 GoodData Corporation
 ---
 description: GoodData Pandas package - pandas integration layer for GoodData SDK
 alwaysApply: false

.aida/rules/packages/gooddata-pipelines.mdc

@@ -0,0 +1,38 @@
+# (C) 2026 GoodData Corporation
+---
+description: GoodData Pipelines package - lifecycle automation for GoodData Cloud
+alwaysApply: false
+---
+
+# GoodData Pipelines Package
+
+**Location**: `packages/gooddata-pipelines/`
+
+## Owns
+
+- High-level automation flows for provisioning users, groups, permissions, and workspace hierarchies
+- Backup and restore workflows for workspace metadata (local, S3, Azure Blob targets)
+- LDM extension workflows for child workspaces
+
+## Does NOT Own
+
+- Core platform API/service abstractions and low-level client behavior → `gooddata-sdk`
+- dbt metadata conversion and deployment CLI → `gooddata-dbt`
+- Flight RPC runtime infrastructure → `gooddata-flight-server`
+
+## Architecture
+
+**Primary package**: `src/gooddata_pipelines`
+
+**Depends on**: `gooddata-sdk` plus cloud storage SDK integrations
+
+**Primary modules**: `provisioning`, `backup_and_restore`, `ldm_extension`
+
+## Testing
+
+Use package-local pytest suites under `packages/gooddata-pipelines/tests`.
+
+## Dependencies
+
+Required: technologies/python, packages/gooddata-sdk
+Related: technologies/testing

.cursor/rules/packages/gooddata-sdk.mdc → .aida/rules/packages/gooddata-sdk.mdc

@@ -1,4 +1,4 @@
-# (C) 2025 GoodData Corporation
+# (C) 2026 GoodData Corporation
 ---
 description: GoodData SDK core package - primary interface for GoodData Cloud
 alwaysApply: false
@@ -22,6 +22,9 @@ alwaysApply: false
 - Pandas integration → gooddata-pandas package
 - dbt integration → gooddata-dbt package
 - Flight server → gooddata-flight-server package
+- FlexConnect data source framework → gooddata-flexconnect package
+- Lifecycle automation workflows → gooddata-pipelines package
+- PostgreSQL FDW integration → gooddata-fdw package
 - API client generation → gooddata-api-client (generated)
 
 ## Architecture
@@ -48,4 +51,4 @@ Uses vcrpy cassettes. See `technologies/testing` rule for workflow.
 ## Dependencies
 
 Required: technologies/python, technologies/testing
-Related: packages/gooddata-pandas
+Related: packages/gooddata-pandas, packages/gooddata-dbt, packages/gooddata-pipelines

.aida/rules/packages/tests-support.mdc

@@ -0,0 +1,38 @@
+# (C) 2026 GoodData Corporation
+---
+description: Tests support package - shared test helpers for SDK repository packages
+alwaysApply: false
+---
+
+# Tests Support Package
+
+**Location**: `packages/tests-support/`
+
+## Owns
+
+- Shared test utilities reused across multiple repository packages
+- VCR helpers for cassette normalization and deterministic request/response handling
+- File and deep-comparison helper functions used by package test suites
+
+## Does NOT Own
+
+- Product/runtime code for any customer-facing package
+- Package-specific test scenarios (those remain with each package under `packages/*/tests`)
+- Core SDK API behavior and domain services → `gooddata-sdk`
+
+## Architecture
+
+**Primary package**: `src/tests_support`
+
+**Main modules**: `vcrpy_utils.py`, `compare_utils.py`, `file_utils.py`
+
+**Role**: test-only utility package consumed from dependency groups in other packages
+
+## Testing
+
+Prefer adding shared test helpers here only when at least two packages need the behavior.
+
+## Dependencies
+
+Required: technologies/python
+Related: technologies/testing, packages/gooddata-sdk, packages/gooddata-pandas

.aida/validation_policy.yaml

@@ -0,0 +1,71 @@
+# (C) 2026 GoodData Corporation
+# AIDA validation policy
+#
+# This file wires domains -> pipelines -> steps (command_id + processor_id).
+# Initially empty (validate may no-op until you configure routes).
+validation_policy:
+  codegen:
+    - id: api-client-regeneration-check
+      match_globs:
+        - "schemas/**/*.json"
+        - ".openapi-generator/**/*.yaml"
+        - "scripts/generate_client.sh"
+      pipeline: api-client-fast
+      scopes: ["pre_push"]
+
+  routes:
+    - domain: python-package
+      pipeline: package-fast
+    - domain: api-client
+      pipeline: api-client-fast
+    - domain: repo-tooling
+      pipeline: repo-fast
+    - domain: aida-config
+      pipeline: aida-config
+
+  pipelines:
+    package-fast:
+      steps:
+        - command_id: package-lint
+          processor_id: passthrough
+        - command_id: package-type-check
+          processor_id: passthrough
+        - command_id: package-test-py314
+          processor_id: pytest
+
+    package-compat:
+      steps:
+        - command_id: package-lint
+          processor_id: passthrough
+        - command_id: package-type-check
+          processor_id: passthrough
+        - command_id: package-test-py314
+          processor_id: pytest
+        - command_id: package-test-py310
+          processor_id: pytest
+
+    package-full:
+      steps:
+        - command_id: package-lint
+          processor_id: passthrough
+        - command_id: package-type-check
+          processor_id: passthrough
+        - command_id: package-test-matrix
+          processor_id: pytest
+
+    api-client-fast:
+      steps:
+        - command_id: api-client-tests
+          processor_id: pytest
+
+    repo-fast:
+      steps:
+        - command_id: workspace-lint
+          processor_id: passthrough
+        - command_id: workspace-type-check
+          processor_id: passthrough
+
+    aida-config:
+      steps:
+        - command_id: aida-doctor
+          processor_id: passthrough