nbjobbx-1.1466-core·1,466 production releases this year (latest 2026-10-21)
nbjobbx — the data and search engine powering Bytajobb.se
Bytajobb.se is the service you meet as a job seeker. Under the hood, the entire platform runs on nbjobbx — our proprietary cloud-native architecture for autonomous ATS ingestion, semantic normalization, in-memory search, and 20 years of labor market analysis.
Eight core modules in a single platform
Traditional job boards run search and analytics on the same database. nbjobbx separates the workload into eight specialized subsystems pairing an in-memory RAM index with a columnar analytical lakehouse.
Autonomous career portal discovery
Scans certificate transparency logs, corporate registries, and domain structures to automatically identify and verify new career portals and ATS feeds.
Distributed real-time stream ingestion
Event-driven pipeline synchronizing 12,000+ connected ATS feeds and national streams. Every listing gets a deterministic signature and de-indexes as soon as a role closes.
Semantic taxonomy & data hygiene
Classification engine with contextual language parsing and a geographic firewall. Converts unstructured listing text into clean structure, skill vectors, and occupational categories.
Geospatial resolution & commute intelligence
Place-name engine with strict collision protection for Nordic localities, coordinate clustering across all 290 municipalities, and commute distance modeling.
In-memory hybrid & vector search
In-memory retrieval layer combining exact keyword precision with semantic vector search. Exclusively holds active listings in RAM for instant search and faceting.
Vector CV matching & Autopilot
Matching core that vectorizes candidate profiles against the entire active job index. Identifies skill gaps, scores relevance, and powers automated job scouting.
Quantitative wage, tax & benefit engine
Computation engine for wage structures, percentile distributions, municipal tax rates, occupational pensions, and net salary mapped to specific roles and municipalities.
Columnar data lakehouse & forecasting
Analytical lakehouse uniting 20 years of labor market history (11M+ records since 2006) with real-time streams. Powers seasonality indices, forecasts, and editorial insights.
Direct integrations with ATS and recruitment platforms
nbjobbx/ingest natively supports the most widely used recruitment platforms in Sweden and the Nordics. Employers can connect their feed at no cost.
Verified data at every layer
Every metric, salary band, and volume shown on Bytajobb.se is calculated by nbjobbx from actual job postings and official wage statistics — never estimates.
No paid placement distortion
nbjobbx/search does not sell sponsored top placements. Search results are ranked strictly by relevance, freshness, and commute distance.
Engineered for minimal latency
Heavy ingestion and classification workloads run in isolated background jobs while the search core serves queries directly from RAM in milliseconds.