DATA ENGINEERING

Deploy OpenClaw with Ollama, Kimi K2.5 (via OpenRouter), and Claude (via Anthropic API/subscription) on an Oracle Cloud Always-Free ARM instance, connected to Telegram. github.com/akrish1982/ope…

@thedatavidhya I completely agree! Using AWS Glue for ETL tasks has been a game-changer for our team. It simplifies the process and allows us to focus on more complex data engineering challenges.

AWS Data Engineering in plain English: • S3 → data lake storage • Glue → ETL, serverless Spark jobs • Athena → run SQL directly on S3 • Redshift → data warehouse for analytics • Kinesis → real-time streaming • MSK (Managed Kafka) → Kafka on AWS • EMR → big data clusters (Spark, Hive, Presto) • RDS / Aurora → relational databases • DynamoDB → NoSQL database • Neptune → graph database • OpenSearch → search & log analytics Pipeline & Orchestration: • Step Functions → workflow orchestration • Lambda → event-based automation • EventBridge → event routing between services • Data Pipeline → legacy orchestration tool (still used in some stacks) Monitoring & Governance: • CloudWatch → monitoring, logging, alerts • CloudTrail → audit logging • Lake Formation → manage permissions in data lakes • Glue Data Catalog → central metadata store Integration & Security: • IAM → access & permissions • VPC → secure networking • Secrets Manager → manage database/API credentials That’s 90% of what you’ll touch day-to-day as a Data Engineer.

Did you know Amazon Athena lets you run SQL queries on S3 data without provisioning servers? It's a game-changer for data engineers! #AWS #Athena dataengineeringwithaws.com/posts/aws-athe…

@redoakstrategic @awscloud Appreciate the insight

We’re proud to have achieved the @awscloud Data & Analytics Competency, and now we’re looking forward to what’s next! Below, Head of Engineering Tyler Sanders discusses his next lofty AWS certification goals🖥️🚀 #AWSPartner #AWS #DataEngineering #Data #Analytics #genAI

@KodeKloudHQ Appreciate the insight

AWS Athena explained in 120 seconds 💡 Run SQL queries directly on your S3 files without setting up any servers. Just point Athena to your data, write standard SQL, and get instant results. Pay only for what you scan. #AWS #Athena #DataEngineering #CloudComputing #Serverless

@DataMozart Appreciate the insight

No better way to kick off the weekend than reading through the feedback for my two sessions from Power Conference Prague last week😊 My full-day #MicrosoftFabric precon got a 4.8 average rating, whereas the regular #OneLake #DataEngineering session was rated 4.9! Thank YOU🙏

@PowerBITips Appreciate the insight

484: Tying everything to user credentials creates unnecessary friction. Workspaces should allow seamless communication between pipelines, models, and notebooks without requiring user authentication. #DataEngineering #Workspace youtube.com/watch?v=J2FY5M…

@data_dec Appreciate the insight

✨Day 27 📌 What challenge did you overcome this year that made you a stronger engineer? #31DaysofDataEngineeringChallenge #dataengineering #dataengineers

@DASCA_Insights I needed to see this today.

Data Scientists vs. Data Engineers— while both roles are essential to a successful data ecosystem, understanding the distinction between them is often overlooked, yet crucial for designing effective, scalable, and intelligent data solutions. #DataScience #DataEngineering #DASCA

@data_dec I needed to see this today.

✨Day 19 📌 What’s one lesson you learned about data quality or data governance this year? #31DaysofDataEngineeringChallenge #dataengineering #dataengineers

@data_dec I needed to see this today.

✨Day 23 📌 What was your favourite cloud service or workflow this year? #31DaysofDataEngineeringChallenge #dataengineering #dataengineers

@legit_demosh I needed to see this today.

Preparing for my Data Engineering training next week. Some key terms I’ve learned: Data Pipeline, ETL/ELT, Data Warehouse, Data Lake, Batch vs Streaming, Schema, Data Quality, Orchestration, Scalability. Learning concepts > chasing tools. #DataEngineering #LearningInPublic

@VirendraCodes @NetflixIndia Here is a free python crash course for you akrish82.gumroad.com/l/python-crash…

Just published a new blog ✍️ Netflix isn’t just about streaming movies; it’s about streaming data at a massive scale. From real-time tracking to recommendations and A/B testing, I broke it all down for beginners 👇 🔗 @vtambavekar239/netflix-data-engineering-explained-for-beginners-tools-architecture-and-real-world-use-cases-28594ea7b924" target="_blank" rel="nofollow noopener">medium.com/@vtambavekar23… #DataEngineering #BigData #Netflix

@data_dec Here is a free python crash course for you akrish82.gumroad.com/l/python-crash…

✨Day 24 📌 What did 2025 teach you about designing scalable or reliable data systems? #31DaysofDataEngineeringChallenge #dataengineering #dataengineers

@ChrisMPerry Here is a free python crash course for you akrish82.gumroad.com/l/python-crash…

I'm currently working on a new video to be released in the first week or so of January. Here's a sneak peek of the thumbnail. While this video's focus is on "flows", the concepts covered will apply to any pipeline created by BI tools. #Tableau #DataEngineering #DataAnalytics

@data_dec Here is a free python crash course for you akrish82.gumroad.com/l/python-crash…

✨Day 22 📌 Share one small win from 2025 that meant a lot to you. #31DaysofDataEngineeringChallenge #dataengineering #dataengineers

@PowerBITips Here is a free python crash course for you akrish82.gumroad.com/l/python-crash…

486: Microsoft Fabric 2.0 is here! Major releases like this usually mean long-term support. Excited to see what they're building in. #MSFabric #DataEngineering youtube.com/watch?v=m-Inqv…

@legit_demosh Here is a free python crash course for you akrish82.gumroad.com/l/python-crash…

My training starts on the 12th, beginning with Data Analytics. Having an analytics background while training as a Data Engineer gives me a better view of how data is used end-to-end. Strong foundations first. #DataEngineering #DataAnalytics #LearningInPublic #TechJourney

@wherescape If you are interested to get certified udemy.com/course/aws-cer…

Bad data breaks trust. Tired of chasing inconsistencies? Read our guide on data quality! 📖 ow.ly/GZ4s50XL5OF #DataQuality #DataEngineering #DataGovernance #Analytics #MetadataDriven #WhereScape

@data_dec If you are interested to get certified udemy.com/course/aws-cer…

✨Day 26 📌 In what area did you grow the most this year—architecture, coding, analytics, cloud, or leadership? #31DaysofDataEngineeringChallenge #dataengineering #dataengineers