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In today’s data-driven world, trust is everything — and that trust begins with knowing where your data comes from, how it changes, and whether it’s healthy. In this Uplatz explainer, we dive deep into the world of Data Lineage and Observability — two core pillars that ensure every data platform runs with accuracy, accountability, and transparency. You’ll discover: What Data Lineage really means — tracking every transformation from source to dashboard How metadata, dependencies, and transformation maps create end-to-end visibility The importance of Data Observability — monitoring data quality, freshness, drift, and anomalies Key tools and frameworks like OpenLineage, Apache Atlas, Monte Carlo, and Soda Core How organizations use lineage and observability to detect errors early, ensure compliance, and build data trust Real-world examples of how cloud-native data platforms (like Snowflake, Databricks, and AWS) integrate these capabilities This video connects the dots — showing how lineage maps reveal the journey of data, while observability systems keep it healthy and reliable every step of the way. ------------------------------------------------------------- 📢 Disclosure: This video has been AI-generated for educational purposes to provide structured, high-quality learning content on data engineering, observability, and modern data platform design. ------------------------------------------------------------- #Uplatz #DataLineage #DataObservability #DataEngineering #DataGovernance #DataTrust #ETL #DataMonitoring #ModernDataPlatform #Analytics #UplatzYouTube ------------------------------------------------------------- 🌐 Welcome to Uplatz – Your Gateway to Career Transformation! To access full courses or training bundles: 📧 support@uplatz.com 🌐 https://uplatz.com 🎓 About Uplatz Uplatz is a global leader in online IT training, empowering learners across 180+ countries with practical, industry-aligned skills in emerging technologies. 📘 Explore Our Course Portfolio: ✅ Agentic AI & LLMs – LangChain, OpenAI API, AutoGen, CrewAI, AI Agents ✅ Machine Learning & AI – Deep Learning, Generative AI, Neural Networks, MLOps ✅ DevOps & Cloud – AWS, Azure, GCP, Docker, Kubernetes, Terraform, Jenkins, CI/CD ✅ Programming & Frameworks – Python, FastAPI, Flask, Streamlit, Java, JavaScript, SQL ✅ Data & Analytics – Data Science, Data Engineering, Power BI, Tableau, Big Data (Hadoop, Spark, Kafka) ✅ Cybersecurity & Networking – Ethical Hacking, Network Security, Cloud Security ✅ CRM & ERP – SAP (all modules), Salesforce, Oracle ERP, Microsoft Dynamics ✅ Web & App Development – Full-Stack Development, React, Angular, Node.js, Django, Flutter 🎯 Why Choose Uplatz ✔️ Job-focused, project-based learning ✔️ Globally recognized certifications ✔️ Lifetime access & affordable pricing ✔️ Career guidance and mentorship 🔔 Subscribe for weekly tech tutorials, demos, and success stories. 📲 Follow us on LinkedIn, Instagram, Twitter, and Facebook. #Uplatz #AI #AgenticAI #LLM #MachineLearning #DevOps #Python #FastAPI #Streamlit #Flask #DataEngineering #CloudComputing #SAP #Salesforce #AWS #Azure #GCP #Cybersecurity #CareerGrowth