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@andrewm4894 andrewm4894 commented Jul 22, 2025

This pull request updates the deployment documentation for Anomstack on Fly.io, transitioning from PostgreSQL to SQLite for storage. It also introduces changes to the deployment configuration and cost estimates, reflecting this new storage approach. Below is a summary of the most important changes:

Transition from PostgreSQL to SQLite:

  • Updated the storage description in the deployment documentation to replace PostgreSQL with SQLite for persistent volumes (docs/docs/deployment/fly.md). [1] [2] [3]
  • Modified database-related commands to use SQLite, including access, backup, and status checks (docs/docs/deployment/fly.md). [1] [2]

Deployment Configuration Updates:

  • Added a dockerfile reference in the Fly.io configuration and updated VM settings to allocate more resources (8GB RAM, 4 CPUs) for machine learning workloads (docs/docs/deployment/fly.md). [1] [2]

Cost Estimation Adjustments:

  • Simplified the cost estimation table by removing PostgreSQL-specific pricing and adjusting the estimated costs for various workloads (docs/docs/deployment/fly.md).

Documentation Enhancements:

  • Added a Fly.io deployment badge to the README.md for easier access to deployment instructions (README.md).
  • Updated troubleshooting steps to reflect the SQLite-based storage system (docs/docs/deployment/fly.md).

Summary by CodeRabbit

  • Documentation
    • Updated deployment guide to use SQLite on persistent volumes instead of PostgreSQL for Fly.io deployments, including revised instructions, configuration examples, cost estimates, and troubleshooting steps.
    • Added a "Deploy on Fly.io" badge with a link to deployment documentation in the README.
  • Tests
    • Refined environment variable override test to account for YAML precedence on specific parameters.

- Added Fly.io deployment button to README for easier access.
- Updated Fly.io deployment documentation to reflect the switch from PostgreSQL to SQLite storage.
- Revised configuration settings in `dagster_fly.yaml` for improved performance and resource allocation.
- Enhanced instructions for accessing and managing the SQLite database.
@andrewm4894 andrewm4894 marked this pull request as ready for review July 22, 2025 22:08
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The pull request is closed.

## Walkthrough

A Fly.io deployment badge was added to the README, linking to deployment documentation. The Fly.io deployment guide was extensively revised to replace PostgreSQL with SQLite on persistent volumes, updating configuration, architecture, troubleshooting, and cost sections to reflect this change. A test was updated to clarify environment variable precedence over YAML configuration for a specific parameter. No code or public API changes were made.

## Changes

| File(s)                     | Change Summary                                                                                          |
|-----------------------------|-------------------------------------------------------------------------------------------------------|
| README.md                   | Added Fly.io deployment badge linking to documentation.                                               |
| docs/docs/deployment/fly.md | Revised deployment guide: replaced PostgreSQL with SQLite on persistent volumes; updated configs, architecture, troubleshooting, and cost estimates accordingly. |
| tests/test_config.py        | Modified test to reflect conditional precedence of environment variables over YAML for `table_key` parameter. |

## Estimated code review effort

3 (~40 minutes)

## Poem

> A badge now shines with Fly.io’s hue,  
> And docs take flight with something new.  
> Goodbye, Postgres—SQLite’s in view,  
> On volumes persistent, robust and true.  
> Deployments are lighter, the guide is refreshed—  
> The stack hops forward, thoroughly blessed!  
> 🐇✨

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Reviewing files that changed from the base of the PR and between 4736638 and f288578.

📒 Files selected for processing (1)
  • tests/test_config.py (1 hunks)
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@andrewm4894 andrewm4894 requested a review from Copilot July 22, 2025 22:08
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Pull Request Overview

This pull request updates the Anomstack deployment documentation to transition from PostgreSQL to SQLite for data storage on Fly.io deployments. The changes simplify the storage architecture while also adding a deployment badge for better accessibility.

  • Migrates from managed PostgreSQL to SQLite storage on persistent volumes
  • Updates VM configuration with increased resources (8GB RAM, 4 CPUs) for ML workloads
  • Adds Fly.io deployment badge to README for easier access

Reviewed Changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 2 comments.

File Description
docs/docs/deployment/fly.md Complete migration from PostgreSQL to SQLite storage, updated configuration examples, cost estimates, and troubleshooting guides
README.md Added Fly.io deployment badge linking to documentation

Comment on lines 291 to 292
```

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The VM configuration shows 8GB RAM but the cost estimation table still references smaller memory configurations (1GB, 2GB, 4GB) that don't align with this default configuration. Consider updating the cost table to reflect realistic configurations or explaining the discrepancy.

Suggested change
```
## Cost Estimation Table
The following table provides an estimate of costs for different VM configurations. The default configuration uses 8GB RAM, but you can adjust this based on your workload requirements.
| Memory (RAM) | CPUs | Estimated Cost (per month) |
|--------------|------|----------------------------|
| 1GB | 1 | $5 |
| 2GB | 2 | $10 |
| 4GB | 2 | $20 |
| 8GB (default)| 4 | $40 |
Note: Costs are approximate and may vary based on your region and usage.

Copilot uses AI. Check for mistakes.
Comment on lines 291 to 292
```

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The VM configuration specifies 'performance' CPU kind with 4 CPUs, but the cost estimation table references 'shared-cpu-1x', 'shared-cpu-2x', and 'dedicated-cpu-1x' configurations. This inconsistency between the example configuration and cost estimates may confuse users about actual deployment costs.

Suggested change
```
# Cost Estimation
# The following cost estimates are based on the VM configuration specified above:
# - **Performance CPU (4 CPUs)**: Estimated cost is $XX/month (replace with actual cost)
# - **Memory (8GB)**: Included in the above estimate
# Note: Adjust the configuration and recalculate costs as needed for your use case.

Copilot uses AI. Check for mistakes.
- Updated test to clarify that environment variables override YAML values except for table_key, which respects YAML precedence.
- Enhanced assertions to ensure table_key is validated correctly based on its definition in YAML.
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Actionable comments posted: 1

♻️ Duplicate comments (1)
docs/docs/deployment/fly.md (1)

468-472: Cost table still lists 1–4 GB tiers – inconsistent with default 8 GB VM

Same feedback was given previously; please align the examples or add a note explaining the discrepancy.

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Review profile: CHILL
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Reviewing files that changed from the base of the PR and between cf8c436 and 4736638.

📒 Files selected for processing (2)
  • README.md (1 hunks)
  • docs/docs/deployment/fly.md (10 hunks)
🔇 Additional comments (4)
README.md (1)

7-8: Check badge target – link appears mis-aligned with new docs path

The badge points at
https://andrewm4894.github.io/anomstack/docs/deployment/fly
but the new guide lives under docs/docs/deployment/fly.md. Unless the site generator flattens the folder structure, this URL will 404.

Confirm the rendered URL in GitHub-Pages and update if required:

-[![Deploy on Fly.io](...)](https://andrewm4894.github.io/anomstack/docs/deployment/fly)
+[![Deploy on Fly.io](...)](https://andrewm4894.github.io/anomstack/docs/docs/deployment/fly)
docs/docs/deployment/fly.md (3)

264-266: Verify Dockerfile path in [build] section

docker/Dockerfile.fly must exist at runtime or fly deploy will fail with “Build failed: stat …”.
Double-check the exact relative path (most repos keep it at project root).

If the file is actually Dockerfile.fly at repo root:

-[build]
-  dockerfile = "docker/Dockerfile.fly"
+[build]
+  dockerfile = "Dockerfile.fly"

518-526: Example “database connection test” still imports DuckDB

The doc now standardises on SQLite, yet the troubleshooting snippet below continues to test DuckDB connectivity. Replace with a simple sqlite3 check (you already used one above) to prevent misleading readers.

-import duckdb
-conn = duckdb.connect('/data/anomstack.db')
-print('DuckDB connection successful!')
+import sqlite3
+conn = sqlite3.connect('/data/anomstack.db')
+print('SQLite connection successful!')

Likely an incorrect or invalid review comment.


420-431: Section still mixes SQLite & DuckDB terminology

The header correctly says “SQLite”, but commands/captions reference DuckDB and copy the database to /data/anomstack.db, which is SQLite. Rename the comment and clarify tooling to avoid user confusion:

-# Access SQLite database via SSH
+# Access SQLite database via SSH

-# Create backup of SQLite database
+# Create backup of SQLite database

-# View database size and usage
+# View database size and usage

Optionally show sqlite3 CLI usage rather than cp only.

Likely an incorrect or invalid review comment.

Comment on lines 287 to +290
[vm]
memory = "2048"
cpu_kind = "shared"
cpus = 1
memory = "8192" # 8GB RAM for Dagster ML workloads
cpu_kind = "performance"
cpus = 4
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⚠️ Potential issue

memory should be an integer, not a string – Fly TOML will reject quotes

flyctl expects:

[vm]
memory = 8192   # integer ‑- no quotes

Current quoted string will raise:

Error: invalid type: string "8192", expected u64

Apply:

-  memory = "8192"  # 8GB RAM for Dagster ML workloads
+  memory = 8192    # 8 GB RAM for Dagster ML workloads
🤖 Prompt for AI Agents
In docs/docs/deployment/fly.md at lines 287 to 290, the memory value in the [vm]
section is incorrectly set as a string with quotes. Remove the quotes around
8192 so that memory is assigned as an integer without quotes, like memory =
8192, to comply with Fly TOML requirements and avoid type errors.

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📊 Test Coverage Report

Coverage: 59% (yellow)

✅ Coverage maintained or improved!

💡 See detailed coverage report in the tests README

@andrewm4894 andrewm4894 merged commit fd78d99 into main Jul 22, 2025
3 of 4 checks passed
@andrewm4894 andrewm4894 deleted the improve-fly-docs-add-badge branch July 22, 2025 22:16
@coderabbitai coderabbitai bot mentioned this pull request Aug 20, 2025
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2 participants