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docs: refine cold-start claim with import-timing numbers#14

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hampsterx merged 1 commit into
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docs/cold-start-import-timing
Jul 1, 2026
Merged

docs: refine cold-start claim with import-timing numbers#14
hampsterx merged 1 commit into
masterfrom
docs/cold-start-import-timing

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@hampsterx

@hampsterx hampsterx commented Jul 1, 2026 •
edited by coderabbitai Bot
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Summary

  • Replace the imprecise "8-20 s cold start" claim with concrete import timings (~1.5 s for snowflake-connector-python vs ~0.3 s for this client)
  • Attribute the slowdown to the C extension inflating cold starts, rather than implying an unqualified multi-second startup penalty
  • Keep AGENTS.md and README.md wording in sync (same claim, two surfaces)

Review

Internal: clean (repo-wide grep confirmed no stale numbers left behind). External (Codex): clean, no findings.

Changes

 AGENTS.md | 7 ++++---
 README.md | 7 ++++---
 2 files changed, 8 insertions(+), 6 deletions(-)

Test plan

  • Docs-only change; no code or tests affected
  • pre-commit hooks clean (commit succeeded)
  • AGENTS.md / README.md claims verified consistent

Summary by CodeRabbit

  • Documentation
    • Updated project overview and “Why” messaging to better describe the client’s smaller footprint and faster import time compared with snowflake-connector-python.
    • Clarified the cold-start/performance comparison with more specific timing examples.
    • Reflowed text for readability without changing any product behavior or public APIs.

@hampsterx
docs: refine cold-start claim with import-timing numbers
77152b1 
- Replace the imprecise "8-20 s cold start" claim with concrete import
  timings (~1.5 s for snowflake-connector-python vs ~0.3 s for this client)
- Attribute the slowdown to the C extension inflating cold starts, rather
  than implying an unqualified multi-second startup penalty
- Keep AGENTS.md and README.md wording in sync (same claim, two surfaces)
@coderabbitai

coderabbitai Bot commented Jul 1, 2026 •
edited
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Review Change Stack

No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 6afb13c7-3737-4ff0-b48b-cabc86d36aa4

📥 Commits

Reviewing files that changed from the base of the PR and between f33cdb1 and 77152b1.

📒 Files selected for processing (2)
  • AGENTS.md
  • README.md
📝 Walkthrough

Walkthrough

Documentation text in AGENTS.md and README.md was revised to replace the prior "8–20 s cold start" claim about snowflake-connector-python with more specific wording emphasizing install size and import-time latency, including approximate import-time figures.

Changes

Documentation Wording Update

Layer / File(s) Summary
Cold-start comparison rewording
AGENTS.md, README.md		 Both files replace the "8–20 s cold start" phrasing with revised text on install size and import-time latency, adding approximate import-time comparisons (e.g., ~1.5 s vs ~0.3 s) versus snowflake-connector-python.

Estimated code review effort: 1 (Trivial) | ~3 minutes

🚥 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 accurately summarizes the docs-only change and the shift to specific import-timing numbers.
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.
✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch docs/cold-start-import-timing

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@hampsterx hampsterx merged commit 73cd4f6 into master Jul 1, 2026
6 of 7 checks passed
@hampsterx hampsterx deleted the docs/cold-start-import-timing branch July 1, 2026 23:22
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