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README.md

FreshData Developer Advocacy & Distribution System

This directory contains developer advocacy, technical marketing, and organic community distribution assets for FreshData.

Our marketing philosophy is strictly evidence-based and problem-first:

  • We never make unsubstantiated claims or market unreleased features.
  • We never attack competitors or claim blanket superiority.
  • We do not engage in star exchanges, paid stars, or engagement manipulation.
  • We speak directly to developers and data engineers with working code, before/after evidence, and measurable benchmarks.

Directory Contents

Asset File Purpose & Audience
social-posts.md Ready-to-publish technical posts for Twitter/X, LinkedIn, and Reddit (r/Python, r/datascience, r/dataengineering).
blog-ideas.md Outlines and code foundations for deep technical engineering blog posts.
demo-scripts.md 30-second elevator pitch and 2-minute live demo scripts for meetups, videos, and conference talks.
launch-assets.md Announcement copy and checklists for Hacker News (Show HN), Reddit, and PyData newsletters.
contributor-posts.md Templates for contributor spotlights, "Good First Issue" roundups, and milestone celebrations.

Community Release & Content Cadence

Consistency matters more than volume. FreshData follows a sustainable 3-day weekly cadence:

       MONDAY                       WEDNESDAY                     FRIDAY
┌──────────────────────┐     ┌──────────────────────┐     ┌──────────────────────┐
│  Roadmap & Issues    │     │  Engineering Insight │     │ Community & Release  │
│  - Good First Issues │ ──► │  - 30s Video Demo    │ ──► │ - Release Notes      │
│  - Architecture goal │     │  - Failure case post │     │ - Contributor credit │
│  - RFC discussion    │     │  - Benchmark deep-   │     │ - Benchmark results  │
│                      │     │    dive              │     │                      │
└──────────────────────┘     └──────────────────────┘     └──────────────────────┘
  • Monday — Roadmap & Community Issues: Highlight 2–3 active issues across Level 1 and Level 2 difficulty, inviting new contributors with direct links to docs/contributing/first-contribution.md.
  • Wednesday — Engineering Insights & Demos: Share a technical nuance (e.g. why FreshData refuses to touch ID columns, or how DuckDB relation cleaning works) accompanied by runnable code.
  • Friday — Release & Contributor Spotlight: Celebrate merged PRs, welcome first-time contributors by name, and publish new benchmark figures.