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Queries Databricks Unity Catalog system tables for audit, lineage, billing, compute, jobs; manages volumes with upload, download, list, and directory operations.
npx claudepluginhub databricks-solutions/ai-dev-kit --plugin databricks-ai-dev-kitHow this skill is triggered — by the user, by Claude, or both
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Guidance for Unity Catalog system tables, volumes, and governance.
Guides Databricks development with Python SDK, Databricks Connect for local Spark, CLI, and REST API. Use for databricks-sdk, databricks-connect, or APIs.
Analyze lakehouse data interactively via Fabric Lakehouse Livy API sessions using PySpark/Spark SQL for DataFrames, cross-lakehouse joins, Delta time-travel, and unstructured/JSON data.
Monitors Databricks jobs, clusters, SQL warehouses, and costs using Unity Catalog system tables with SQL queries for health, performance, and billing insights.
Share bugs, ideas, or general feedback.
Guidance for Unity Catalog system tables, volumes, and governance.
Use this skill when:
/Volumes/)| Topic | File | Description |
|---|---|---|
| System Tables | 5-system-tables.md | Lineage, audit, billing, compute, jobs, query history |
| Volumes | 6-volumes.md | Volume file operations, permissions, best practices |
| Data Profiling | 7-data-profiling.md | Data profiling, drift detection, profile metrics |
| Tool | Usage |
|---|---|
list_volume_files | list_volume_files(volume_path="/Volumes/catalog/schema/volume/path/") |
get_volume_folder_details | get_volume_folder_details(volume_path="catalog/schema/volume/path", format="parquet") - schema, row counts, stats |
upload_to_volume | upload_to_volume(local_path="/tmp/data/*", volume_path="/Volumes/.../dest") |
download_from_volume | download_from_volume(volume_path="/Volumes/.../file.csv", local_path="/tmp/file.csv") |
create_volume_directory | create_volume_directory(volume_path="/Volumes/.../new_folder") |
-- Grant access to system tables
GRANT USE CATALOG ON CATALOG system TO `data_engineers`;
GRANT USE SCHEMA ON SCHEMA system.access TO `data_engineers`;
GRANT SELECT ON SCHEMA system.access TO `data_engineers`;
-- Table lineage: What tables feed into this table?
SELECT source_table_full_name, source_column_name
FROM system.access.table_lineage
WHERE target_table_full_name = 'catalog.schema.table'
AND event_date >= current_date() - 7;
-- Audit: Recent permission changes
SELECT event_time, user_identity.email, action_name, request_params
FROM system.access.audit
WHERE action_name LIKE '%GRANT%' OR action_name LIKE '%REVOKE%'
ORDER BY event_time DESC
LIMIT 100;
-- Billing: DBU usage by workspace
SELECT workspace_id, sku_name, SUM(usage_quantity) AS total_dbus
FROM system.billing.usage
WHERE usage_date >= current_date() - 30
GROUP BY workspace_id, sku_name;
Use mcp__databricks__execute_sql for system table queries:
# Query lineage
mcp__databricks__execute_sql(
sql_query="""
SELECT source_table_full_name, target_table_full_name
FROM system.access.table_lineage
WHERE event_date >= current_date() - 7
""",
catalog="system"
)