This is awesome! You can explore and get an overview of Tg channels in just a few seconds through the For You page. Check it out: fypgram.com                                 by @filiksyos @growthwith_data

Few Areas to Advance in your Career as a Data Professional: Business understanding: AI struggles when requirements are unclear or stakeholders disagree. Learn to define metrics, clarify business rules and translate requests into measurable outcomes. Production reliability: Deepen CDC, distributed systems, duplicate handling, late events, reconciliation and disaster recovery especially failures spanning multiple systems. Architecture and cost: Learn to choose between batch and streaming, design data models, and balance speed, reliability and cloud spending. Data quality: Become strong at proving data is correct. Focus on data contracts, meaningful tests, observability and tracing errors back to their source. Security and governance: (Specially these days) Develop expertise in access controls, sensitive data, lineage and retention. Applying these correctly requires organizational context. Industry knowledge: Pick one domain and understand its operations deeply, This could be FinTech, EduTech, GeoSpatial, Telecommunications, Logistics & Transportation, Media, Advertising & Gaming, AgriTech and Finally Government Areas as well. Learn revenue calculations, refunds, fraud, reconciliation and reporting rules! These are always common ! Working with AI: Practice specifying requirements, Architectural methods, Fallback mechanisms, Backups, Security, Verification loops and Primarily Build on Observability Layer !! Directing agents and independently validating their output. Anthropic’s research associates stronger domain expertise with more successful agent use. Future outlook my forecast: More implementation will be automated; engineers who can design, verify and operate dependable systems should remain better positioned. USBLS still projects growth in data architecture.

Registration for the Bahir Dar Codex Hackathon closes tomorrow 6:00 LT! Don't miss the chance to compete for great prizes, build together with others, and improve your Codex skills. Luma link: https://luma.com/barcxjbg