DataHub GraphQL CLI - Agent Context

Best practices for AI agents consuming datahub graphql.

Output Discipline

Always use --format json for machine consumption; default is human.
Use --no-pretty when piping output to reduce whitespace.

bash

datahub graphql --list-operations --format json --no-pretty
datahub graphql --query "{ me { corpUser { urn } } }" --format json

Discovery: Know What's Available

Before executing, discover available operations from the live schema:

bash

# All queries and mutations
datahub graphql --list-operations --format json

# Queries only / mutations only
datahub graphql --list-queries --format json
datahub graphql --list-mutations --format json

# Describe a specific operation (args, types)
datahub graphql --describe dataset --format json

# Describe with full recursive type expansion
datahub graphql --describe dataset --recurse --format json

# Use local schema files instead of live introspection
datahub graphql --list-operations --schema-path /path/to/schema/

Dry Run

Always --dry-run first to preview the query and variables before executing.

bash

datahub graphql --query "{ me { corpUser { urn } } }" --dry-run
datahub graphql --operation dataset --variables '{"urn":"urn:li:dataset:(...)"}' --dry-run

The output is JSON with dry_run, query, and variables:

json

{
  "dry_run": true,
  "query": "query { ... }",
  "variables": {}
}

Execution

Raw query string

bash

datahub graphql --query "{ me { corpUser { urn username } } }" --format json

Query from file

bash

datahub graphql --query my_query.graphql --variables vars.json --format json

Named operation with variables

bash

datahub graphql --operation dataset \
  --variables '{"urn": "urn:li:dataset:(urn:li:dataPlatform:snowflake,db.table,PROD)"}' \
  --format json

Variables as JSON string or file

bash

# Inline JSON
datahub graphql --operation listUsers --variables '{"start": 0, "count": 10}'

# From file
datahub graphql --operation listUsers --variables vars.json

Error Handling

Errors are written to stderr as JSON (in non-TTY/agent context):

json

{
  "error": "usage_error",
  "message": "...",
  "suggestion": "datahub graphql --list-operations --format json"
}

Error types: usage_error, graphql_error, schema_error, permission_denied, connection_error.

Exit codes: 0 success, 1 general error, 2 usage error, 4 permission denied, 5 connection error.

Common Recipes

bash

# Discover what's available
datahub graphql --list-operations --format json

# Get current user info
datahub graphql --query "{ me { corpUser { urn username properties { displayName email } } } }" --format json

# Fetch a dataset by URN
datahub graphql --query '{ dataset(urn: "urn:li:dataset:(urn:li:dataPlatform:snowflake,db.table,PROD)") { urn properties { name description } } }' --format json

# List users (first 10)
datahub graphql --operation listUsers --variables '{"start": 0, "count": 10}' --format json

# Preview before executing
datahub graphql --operation dataset \
  --variables '{"urn": "urn:li:dataset:(...)"}' \
  --dry-run

# Describe an operation's arguments fully
datahub graphql --describe listDataFlows --recurse --format json