Update Snowflake integration docs

[Naseem77]

Summary

• expand the Snowflake integration guide with Native App setup, resource sizing, Browser access, table binding, CSV loading, and write-back guidance
• add Cortex Agent and text-to-Cypher setup, permissions, examples, and troubleshooting
• add a practical Air Routes graph workflow and public procedure reference

Validation

• git diff --check

Summary by CodeRabbit

• Documentation

  • Expanded Snowflake integration guide with FalkorDB Browser usage, Cortex Agent setup, data-loading workflows, query result write-back, practical examples, and enhanced troubleshooting coverage.

• Chores

  • Updated dictionary entries.

[coderabbitai]

📝 Walkthrough

Walkthrough

The Snowflake integration guide (integration/snowflake.md) was substantially expanded with ~583 new lines covering required application privileges, service startup options, a restructured data-loading workflow (table binding, CSV rules, relationship loading), a new write-back section, a full Air Routes practical example, a Cortex Agent setup guide, and extended troubleshooting. Three spelling entries were added to .wordlist.txt.

Changes

Snowflake Native App Integration Guide Expansion

Layer / File(s)	Summary
Overview, required privileges, and service startup integration/snowflake.md	Intro overview updated to include FalkorDB Browser and Cortex Agent interfaces; new Required Application Privileges subsection with GRANT matrix and verification SQL; service startup extended with compute pool defaults and CPU/memory options object.
Data loading workflow: table prep, CSV rules, and relationship loading integration/snowflake.md	New Step 0 for binding a Snowflake table reference; Step 2 expanded with 0-indexed row[i] mapping, required LOAD CSV ... AS row clause, MERGE idempotency, multi-part staging sequencing, and relationship-load ordering patterns.
Write-back to Snowflake and Air Routes practical example integration/snowflake.md	New section documents graph_query() write.outputTable option, required grants, and ROW_INDEX/ROW_DATA output shape; full Air Routes Graph walkthrough added with node/relationship loading, index creation, validation queries, and result write-back.
Snowflake Cortex Agent section integration/snowflake.md	New section covers agent setup (refresh app, Cortex role grants, create/recreate agent), available tools, text_to_cypher schema context generation and model selection, and expanded Public Procedure Reference rows.
Troubleshooting, performance tips, FAQ, and wordlist integration/snowflake.md, .wordlist.txt	Container log reference updated to falkordb-server; new troubleshooting subsections for 503 readiness, Cortex COMPLETE resolution errors, missing agent tools, and write-back permissions; performance tips and FAQ answer revised; lexicographically, SPCS, Snowpark added to wordlist.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~15 minutes

Possibly related issues

• Add FalkorDB Agent with Native App API improvements snowflake-integration#17: This PR directly implements the documentation work described in that issue, including the expanded Snowflake integration guide, Cortex Agent text-to-Cypher setup documentation, and improved Native App and data-loading workflow documentation corresponding to the checklist items.

Poem

🐇 Hop, hop through the Snowflake halls,
Cypher queries dance, the Cortex calls,
Air Routes graph mapped node by node,
MERGE and MATCH on the data road,
Write results back, the bunny cheers—
The docs are fresh, the path is clear! 🌟

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title 'Update Snowflake integration docs' directly describes the main change—updating Snowflake integration documentation—which aligns with the primary objective of expanding and refining the FalkorDB Snowflake integration guide.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check	✅ Passed	Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check	✅ Passed	Check skipped because no linked issues were found for this pull request.

_{✏️ Tip: You can configure your own custom pre-merge checks in the settings.}

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch update-snowflake-integration-docs

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[coderabbitai]

Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In @.wordlist.txt:
- Around line 452-453: The wordlist entries are not in alphabetical order. Fix
the ordering by moving Lex to appear before lexicographically (case-insensitive
alphabetical sorting), and move Snowpark to appear before SPCS. These
corrections will ensure consistent alphabetical ordering is maintained
throughout the .wordlist.txt file.

🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

• Push a commit to this branch (recommended)
• Create a new PR with the fixes

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 722f3bc7-3585-4259-af99-fada2616b0ec

📥 Commits

Reviewing files that changed from the base of the PR and between 3e45711 and 0e1db00.

⛔ Files ignored due to path filters (3)

• images/snowflake-add-data-load-table.png is excluded by !**/*.png
• images/snowflake-bind-consumer-data-table.png is excluded by !**/*.png
• images/snowflake-falkordb-agent.png is excluded by !**/*.png

📒 Files selected for processing (2)

• .wordlist.txt
• integration/snowflake.md

[coderabbitai]

⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Wordlist entries are not in alphabetical order.

The three new entries violate alphabetical ordering:

1. Line 452 lexicographically vs. Line 453 Lex:
   When sorted case-insensitively, Lex (prefix) should precede lexicographically. Current order is reversed.

2. Lines 760–761 SPCS and Snowpark:
   Alphabetically, Snowpark (s-n...) should precede SPCS (s-p...). Current order is reversed.

Reorder these entries to maintain consistent alphabetical ordering throughout the file.

🔤 Proposed fixes

Fix 1: Move Lex before lexicographically

  len
  Levenshtein
  levenshtein
+ Lex
- lexicographically
- Lex
+ lexicographically
  libcypher

Fix 2: Reorder SPCS and Snowpark (and check SQL's placement)

- SQL's
- SPCS
  Snowpark
+ SPCS
+ SQL's
  sqrt

Also applies to: 760-761

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @.wordlist.txt around lines 452 - 453, The wordlist entries are not in
alphabetical order. Fix the ordering by moving Lex to appear before
lexicographically (case-insensitive alphabetical sorting), and move Snowpark to
appear before SPCS. These corrections will ensure consistent alphabetical
ordering is maintained throughout the .wordlist.txt file.