snowflakedb

Set up, configure, and troubleshoot the Snowflake Kafka Connector V4 (Snowpipe Streaming high-performance architecture). Covers fresh installations, connector property configuration for default pipe and user-defined pipe modes, server-side and client-side validation, JMX monitoring, migration from V3, and common error diagnosis. Triggers: kafka connector v4, kafka connector setup, kafka connector config, kafka connector troubleshoot, snowflake kafka connector, configure kafka connector, kafka connector help, kafka streaming connector.

End-to-end Snowpipe Streaming HPA + AI demo for webinars. Sets up Snowpipe Streaming high-performance architecture (HPA) with background data generation, deploys a live Streamlit dashboard, then layers on a Semantic View and Cortex Agent so the presenter can do natural-language queries on live-streaming data in Snowsight. Triggers: snowpipe streaming ai webinar, snowpipe streaming webinar demo, snowpipe streaming ai demo, streaming ai demo, snowpipe streaming webinar, snowpipe streaming cortex agent demo, snowpipe streaming semantic view demo.

Automated quick-start for Snowpipe Streaming high-performance architecture (HPA). Detects your OS (macOS/Linux/Windows), verifies Python, sets up a virtual environment, creates a landing table, configures RSA key-pair auth, streams fake user data via the default auto-created pipe, and deploys a real-time Streamlit in Snowflake dashboard so you can watch rows arrive live. Triggers: snowpipe streaming quickstart, snowpipe streaming demo, demo snowpipe streaming, try snowpipe streaming, snowpipe streaming hpa quickstart.

Set up, configure, run, and debug a custom Kafka consumer that streams data into Snowflake via Snowpipe Streaming SDK v2. Use when: building a Kafka-to-Snowflake streaming pipeline, running the CDR demo, or troubleshooting the custom consumer. Triggers: kafka consumer, kafka snowflake, snowpipe streaming kafka, CDR demo, kafka to snowflake, custom consumer, streaming ingest kafka.

Self-review checklist run before declaring a coding task done, opening a PR, or pushing the final commit. Catches commit-scope drift, loose test assertions, refactor-stale comments, error-string changes that need callouts, test fixtures that self-sabotage, dead-code helpers, and signature smells. Use after implementing a feature, completing a bug fix, finishing a refactor, or whenever about to write a commit message or open a PR. Distilled from review findings on the OAuth-core PR series.

Self-review checklist run before declaring a coding task done, opening a PR, or pushing the final commit. Catches commit-scope drift, loose test assertions, refactor-stale comments, error-string changes that need callouts, test fixtures that self-sabotage, dead-code helpers, and signature smells. Use after implementing a feature, completing a bug fix, finishing a refactor, or whenever about to write a commit message or open a PR. Distilled from review findings on the OAuth-core PR series.

Fix a GitHub Local Testing issue

Create branches, commits, and pull requests using Graphite CLI (gt) for the snowflake-jdbc repository. Use when the user asks to create a PR, submit a PR, commit changes, or push a branch. Covers Graphite commands, SNOW-ticket commit message conventions, PR description templates, and snowflake-jdbc-specific pre-commit formatting/checkstyle requirements.

Analyze and clean up the Upcoming Release section in CHANGELOG.md. Reviews each entry for grammar and logic issues, then sorts entries into named sections (New features, Changes, Bugfixes, Dependencies, Internal for non-customer-facing work, and Other as needed). Use when the user mentions changelog cleanup, changelog sorting, release notes review, or preparing a release.

Architecture and contributor guide for the QGIS Snowflake Connector plugin. Use when adding features, fixing bugs, writing tests, understanding data flow, or troubleshooting the plugin. Covers connection management, data providers, H3/geography handling, the export algorithm, UI dialogs, and packaging.

Guide for setting up and connecting to a Snowflake-managed MCP server from Cursor using Programmatic Access Tokens (PAT)