3096de846e feat(integrations): add Snowflake PAT integration (#6407)
* feat(integrations): add Snowflake PAT integration

* fix(snowflake): scope block params by operation

* refactor(integrations): simplify Snowflake safeguards

* refactor(snowflake): isolate statement capabilities

* fix(snowflake): localize required user agent

* chore(snowflake): limit changes to integration scope

* fix(snowflake): correct SQL generation, transport, and param conventions

Address defects found by validation against the Snowflake SQL API v2 and
SQL reference docs.

SQL generation:
- lift PARSE_JSON out of the VALUES clause into a projecting SELECT; the
  previous form is rejected for any object or array value
- escape backslashes as well as quotes in string literals, closing a COPY
  option injection through the user-or-llm stagePath and pattern fields
- reject "--" in stage paths, which commented out every following clause
- emit COPY INTO clauses in the documented positional order
- exclude only view types in introspect_schema so temporary, external, and
  event tables are visible
- use plain equality in MERGE and reject null or duplicate match keys
- bound rows and bound-value bytes for every statement, measured in UTF-8
- reject qualified task names, which TASK_HISTORY silently ignores
- replace a raw NUL byte in the source with its escape sequence

Transport:
- read DML stats from the documented top-level ResultSet property
- drop Link-header and 391908 paging, which belong to the retired API, and
  report partition completeness as unknown rather than falsely complete
- require a 2xx status before trusting a success SQLSTATE
- cap response bodies and fail closed on invalid session context names

Conventions:
- inline shared params into each tool instead of cross-file spreads, which
  also lets the docs generator emit host and apiKey
- use the official Snowflake brand mark on a white tile

* fix(snowflake): emit task history time bounds as literals

TASK_HISTORY only accepts bind variables for RESULT_LIMIT and TASK_NAME per
BCR-1410, and that change explicitly excludes a bind passed through another
function first. A bind in SCHEDULED_TIME_RANGE_START/END is therefore dropped
without an error, so the requested window became a no-op and the function fell
back to returning the most recent runs. Emit validated literals instead, which
also restores Snowflake's seven-day range error.

Also reject a fractional skip-file percentage at the block boundary rather than
in the builder, and correct the cancel description: a cancelled child marks the
task graph run failed, so downstream tasks are skipped rather than continuing.

---------

Co-authored-by: Bill Leoutsakos <billleoutsakos@Mac.localdomain>
Co-authored-by: Bill Leoutsakos <billleoutsakos@Bills-MacBook-Pro.local>
Co-authored-by: Waleed Latif <walif6@gmail.com>
2026-08-08 16:26:57 -07:00

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Sim — Integrate, Context, Build, and Monitor AI agents

A workspace to build, deploy and manage AI agents and workflows.

Quickstart

Cloud-hosted: sim.ai

Open sim.ai

Self-hosted

git clone https://github.com/simstudioai/sim.git && cd sim
bun install
bun run setup

Open http://localhost:3000

The Sim platform — chat on the left, the visual workflow builder on the right

Capabilities

  • Connect 1,000+ integrations and every major LLM
  • Add Slack, Notion, HubSpot, Salesforce, databases, and more
  • Build agents visually, conversationally, or with code
  • Ingest files, knowledge bases, and structured table data
  • Monitor runs, logs, schedules, and workflow activity

One workspace, every surface

Chat and workflows are just the start — tables, files, and knowledge all live in the same workspace.

Tables in Sim — structured data your agents can query

Tables — a database, built in

Files in Sim — documents for your team and every agent

Files — one store for your team and every agent

Knowledge bases in Sim — synced docs your agents can search

Knowledge — your agents' memory

Self-hosting

Requirements: Bun and Docker.

bun run setup is an interactive wizard: it provisions the database, generates secrets, writes your .env files, connects a Chat API key, and starts Sim the way you choose:

  • Local dev — run from source to contribute or hack on Sim
  • Docker Compose — a self-contained instance for testing self-hosting
  • Kubernetes (Helm) — deploy to a local cluster

When it finishes, open http://localhost:3000.

Reconfigure an optional capability without rerunning the full wizard:

bun run setup status
bun run setup email
bun run setup storage
bun run setup sandbox
bun run setup jobs
bun run setup cache
bun run setup knowledge
bun run setup llm
bun run setup integration slack

bun run setup status detects the effective local-dev, Docker Compose, or current-context Helm configuration and reports configured, missing, or invalid capabilities and OAuth integrations without printing credential values. This is separate from bun run sim status, which reports whether installed services are running and healthy.

Manage your install with bun run sim:

bun run sim start | stop | restart   # bring your install up / down / cycle
bun run sim status                    # what's installed and healthy
bun run sim logs                      # follow logs
bun run sim doctor                    # diagnose configuration problems
bun run sim down                      # remove containers (data kept)
bun run sim reset                     # archive .env and wipe managed data

sim detects how you're running (Docker Compose, local dev, or Kubernetes) and acts accordingly.

Prefer a bare sim? Run bun link once — but note sim lands in ~/.bun/bin, which Homebrew's bun doesn't add to your PATH, so you may need export PATH="$HOME/.bun/bin:$PATH" in your shell profile.

Sim also supports local models via Ollama and vLLM. See the self-hosting docs for details.

Chat API Keys

Chat is a Sim-managed service. bun run setup connects a Chat API key for you — sign in when it opens your browser and the key is stored automatically. To view, create, or revoke keys later, go to sim.ai/selfhost/settings/chat-keys.

Environment Variables

See the environment variables reference for the full list, or apps/sim/.env.example for defaults.

Tech Stack

Next.js · Bun · PostgreSQL · Drizzle · Better Auth · Tailwind — and the rest of the stack

Contributing

We welcome contributions! Please see our Contributing Guide for details.

License

This project is licensed under the Apache License 2.0 - see the LICENSE file for details.

Built by the Sim team in San Francisco

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