The "Shift Left" Revolution: Why Your PySpark Pipelines Need Unit Tests (and How to Do It)
Shift left on data quality: unit test PySpark pipelines with modular code, local tests and CI/CD so bugs surface before they ever reach production.

Shift left on data quality: unit test PySpark pipelines with modular code, local tests and CI/CD so bugs surface before they ever reach production.


A step-by-step roadmap for CPG field sales analytics: move from manual Excel reports to standardized metrics and assistive AI inside the tools reps use.
Magdalena Okrzeja

Retailers and CPGs get ROI from AI when vendors act as partners: joint ownership, a product mindset and design for messy real-world operations.
Magdalena Okrzeja

How AI agents support field sales teams in distribution with route optimization, inventory management, real-time coaching and performance insights.
Magdalena Okrzeja

DS STREAM expands to India, merging European AI expertise with top local talent to boost global retail and CPG innovation.
Karolina Mac

Sales is often the first function to experiment with AI. Why sales teams move first and which AI use cases, from account research to emails, pay off first.
Magdalena Okrzeja
Using GenAI for pipeline incident triage: an operating model for faster debugging, better runbooks and lower MTTR, without new security or on-call risks.
Andrzej Gabryel
Real-time data is a trade-off, not a goal. How to choose batch, streaming or micro-batch in CPG and retail, with POS, OSA and promo compliance examples.
Andrzej Gabryel
DLT or dbt? Learn how to navigate the trade-offs between managed execution and vendor portability with a maturity checklist designed for modern data teams.

Field sales reps lose 62% of their time to non-selling tasks. Our webinar with a live demo shows how AI agents give that time back to sales teams.
Highlights from DS STREAM at FI Europe in Paris: AI-driven assortment optimization, category strategy and responsible agentic AI in FMCG shopping.
Our new podcast DS STREAM AI & DATA Talks covers AI and data engineering in FMCG and retail. Episode one: how predictive analytics supports decisions.