Bitbucket Commits to Reddit Ads
Build an automation that monitors your Bitbucket repository, extracts insights from commits, and generates 5 authentic Reddit posts for founder communities. Turn your development progress into marketing content automatically.
Pure Flow Architecture
No App UI - Just the Flow
Unlike the other tutorials, this automation is a pure backend flow. No user interface needed - you can schedule it to run daily, trigger it via API, or run it manually. Results are saved to a dataset that you can view anytime.
- • Scheduled daily/weekly runs
- • Webhook triggers from Bitbucket
- • Batch content generation
- • API integrations
- • Click on the dataset in the flow
- • Review all 5 generated posts
- • Copy to post manually
- • Or integrate with Reddit API
Why Turn Commits into Reddit Posts?
- • Share progress authentically
- • Build in public effortlessly
- • Turn work into social proof
- • Stay consistent on Reddit
- • Automate feature announcements
- • Show continuous improvement
- • Generate engagement content
- • Scale Reddit presence
- • AI translates tech to benefits
- • Founder-friendly tone
- • Emotional, not robotic
- • Conversation starters included
- • Uses dataset of good Reddit posts
- • Learns tone and structure
- • Adapts to community norms
- • Generates multiple variations
The Complete Flow
This flow uses two-stage AI processing: first it reshapes your commits into digestible insights, then generates authentic Reddit posts using examples as training data.
Complete Flow (Left to Right, Top to Bottom)
Breaking Down Each Node
Fetches the last 2 commits from your Bitbucket repo, including commit messages and changed file contents.
- • Commit messages and timestamps
- • Author information
- • Changed file paths
- • Full file contents (up to 5 files)
Recent context without overwhelming the AI. Perfect for weekly/daily updates.
Transforms technical commit data into human-readable insights. Extracts user-facing value from code changes.
- • Commit messages
- • Changed file contents
The final Reddit posts need non-technical language. This prompt creates a bridge between code and marketing.
Load a dataset of high-performing Reddit posts and flatten into a single array. These serve as training examples for tone and structure.
- • AI learns authentic founder voice
- • Understands Reddit conventions
- • Avoids marketing speak
- • Generates community-appropriate tone
The content generation engine. Creates 5 authentic, personal Reddit posts for different subreddits using the reshaped commits and example posts.
Iterator processes each of the 5 posts. Dataset stores them with full metadata for review.
- • Open the dataset node in your flow
- • Review all 5 posts with variations
- • Copy your favorites to post
- • History persists across runs
Bitbucket (2 commits) → Reshape (extract insights) + Dataset (examples) → Reddit Posts (generate 5) → Iterator → Dataset (save) → API Output
Deployment & Usage
Schedule Weekly Runs
Automate your Reddit presence
- • Run every Monday morning
- • Review 5 new posts
- • Post 2-3 throughout the week
- • Stay consistent effortlessly
Webhook Trigger
Generate posts on every push
- • Connect Bitbucket webhook
- • Trigger flow on commit
- • Auto-generate content
- • Review and post
Use Cases
- • Build in public content
- • Share progress updates
- • Stay accountable
- • Engage communities
- • Feature announcements
- • Bug fix highlights
- • Performance improvements
- • Technical credibility
- • Contributor highlights
- • Version releases
- • Community updates
- • Growth stories
Ready to Automate Your Reddit Marketing?
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