Remote Jobs Board
Aggregated remote roles, deduplicated
A remote-job feed that pulls listings from multiple sources, removes duplicates, and serves them through a single filterable interface — so checking jobs in the morning is one tab instead of five.
Open the live appproblem
Remote job seekers refresh the same five boards every morning and re-read the same five reposts. Most aggregators add noise without removing duplication.
solution
Flask service fetches from multiple sources on a schedule, deduplicates by hash of (title + company + city), and presents the unified feed with category filtering and freshness signals.
architecture
external → compute → store → ui
outcome
One destination, fresher listings, fewer duplicates. Saves the daily 30-minute scroll.
stack
capabilities
- →Multi-source aggregation
- →Hash-based deduplication
- →Category filtering
- →Freshness indicators
- →Search and CSV export
lessons learned
- 01Deduplication is mostly a normalisation problem — strip emojis, collapse whitespace, lowercase, then hash.
- 02Freshness > volume. Showing 50 fresh listings beats 500 listings with 200 reposts buried inside.
- 03Source operators want backlinks, not API keys — a credit + outbound link is a better deal than scraping.