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…

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…

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…

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…

Orientation map for the ArcticInference vLLM plugin: what each feature does, which file implements it, how it is patched onto vLLM, and the knob that turns it on. Covers the ArcticPatch framework, the plugin bootstrap order, and the seven feature groups…

Explains how ArcticInference targets and enforces its vLLM version. Covers the target-version declaration (`VLLM_PATCH_VERSION` in `arctic_inference/utils.py`), the unpinned `vllm` install extra, the runtime plugin gate (`arctic_inference.vllm.plugin` +…

Rebase the ArcticInference vLLM plugin from one pinned vLLM version to a newer one. Use when asked to rebase, bump, upgrade, or port ArcticInference to a new vLLM release (e.g. "rebase ArcticInference to vLLM 0.25", "bump the vllm pin"), or to reconcile…

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…

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…

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…

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