- newDashboards Are Dead Weight Without Context: Why BI Needs More Than Visuals
Every BI engineer has been there. You spend weeks crafting the perfect dashboard, KPIs are front and center, filters are flexible, and visuals are clean enough to present to the board. But months later, you discover that no one is actually using it.…
- 2 hours ago 15 Jul 25, 6:00pm - - newDesigning Configuration-Driven Apache Spark SQL ETL Jobs with Delta Lake CDC
Modern data pipelines demand flexibility, maintainability, and efficient incremental processing. Hardcoding transformations into Spark applications leads to technical debt and brittle pipelines. A configuration-driven approach separates business logi…
- 24 hours ago 14 Jul 25, 8:00pm - - Contract-Driven ML: The Missing Link to Trustworthy Machine Learning
In the age of machine learning and AI-driven decision-making, model accuracy is often touted as the holy grail. Teams boast of hitting 95%+ F1 scores or outshining baselines by double digits. However, high accuracy in development environments means v…
- 5 days ago 10 Jul 25, 7:00pm - - Build Real-Time Analytics Applications With AWS Kinesis and Amazon Redshift- 5 days ago 10 Jul 25, 2:00pm -
- Top 5 Trends in Big Data Quality and Governance in 2025
Big data isn’t just about collecting more information. It’s about making sure the data you rely on is trustworthy. As we head into 2025, the pressure on developers and data teams to deliver clean, reliable, and compliant data is stronger than eve…
- 5 days ago 10 Jul 25, 11:00am - - Breaking Free from ZooKeeper: Why Kafka’s KRaft Mode Matters
Any modern distributed system which requires high throughput, scaling, high availability etc., utilizes Kafka as one of its component. Thus, making Kafka a popular platform which need no introduction for itself.However even though being an integral…
- 6 days ago 9 Jul 25, 8:00pm - - The AWS Playbook for Building Future-Ready Data Systems
Data infrastructure isn’t just about storage or speed—it’s about trust, scalability, and delivering actionable insights at the speed of business.Whether you're modernizing legacy systems or starting from scratch, this series will provide the cl…
- 6 days ago 9 Jul 25, 3:00pm - - How Developers Are Driving Supply Chain Innovation With Modern Tech
Modern supply chains are under increasing pressure. The old models cannot keep up, from disrupted logistics during global crises to rising consumer expectations for speed and transparency. As a developer who has worked with logistics systems and ente…
- 8 days ago 7 Jul 25, 8:00pm - - Understanding k-NN Search in Elasticsearch
Businesses are increasingly relying on intelligent search capabilities to enhance customer experience, automate insights, and unlock the potential of unstructured information. Elasticsearch, a leading distributed search and analytics engine, is at th…
- 8 days ago 7 Jul 25, 6:00pm - - Are Traditional Data Warehouses Being Devoured by Agentic AI?
From a technical architecture perspective, I believe this wave of AI will profoundly reshape the entire software ecosystem. DSS systems are designed around the logic of human decision-making as the ultimate consumer. However, with the advent of the A…
- 11 days ago 4 Jul 25, 6:00pm - - The Shift to Open Industrial IoT Architectures With Data Streaming
Operational Technology (OT) has traditionally relied on legacy middleware to connect industrial systems, manage data flows, and integrate with enterprise IT. However, these monolithic, proprietary, and expensive middleware solutions struggle to keep…
- 11 days ago 4 Jul 25, 4:00pm - - How Predictive Analytics Became a Key Enabler for the Future of QA
In recent years, software development has experienced significant growth and increased emphasis on quality. For instance, conventional software testing has primarily been mechanical, where defects are detected and corrected during testing. Although t…
- 11 days ago 4 Jul 25, 2:00pm - - Deploying LLMs Across Hybrid Cloud-Fog Topologies Using Progressive Model Pruning
Large Language Models (LLMs) have become backbone for conversational AI, code generation, summarization, and many more scenarios. However, their deployment poses significant challenges in environments where compute resources are limited mostly in hyb…
- 13 days ago 2 Jul 25, 6:00pm - - Replacing Legacy Systems With Data Streaming: The Strangler Fig Approach
Organizations looking to modernize legacy applications often face a high-stakes dilemma: Do they attempt a complete rewrite or find a more gradual, low-risk approach? Enter the Strangler Fig Pattern, a method that systematically replaces legacy compo…
- 14 days ago 1 Jul 25, 8:00pm - - Transform Settlement Process Using AWS Data Pipeline
Data modernization involves simplifying, automating, and orchestrating data pipelines, as well as improving the claim and settlement process using various AWS SaaS services, converting large data settlement files to a new business-required format. Th…
- 15 days ago 30 Jun 25, 2:00pm - - DevOps at the Edge: Deploying Machine Learning Models on IoT Devices
Edge computing is redefining how we deploy and manage machine learning (ML) models. Instead of sending every data point to the cloud, DevOps at the edge brings model inference directly onto IoT devices — enabling low-latency predictions, offline op…
- 20 days ago 25 Jun 25, 2:00pm - - How Trustworthy Is Big Data? A Guide to Real-World Challenges and Solutions
Big data systems are growing in size, speed, and complexity — but the trust we place in them often lags behind. While engineers and analysts build pipelines to move petabytes of data, there's an unspoken assumption: that the data is clean, correct,…
- 20 days ago 25 Jun 25, 11:00am - - Optimizing Data Pipelines in Cloud-Based Systems: Tools and Techniques
Data pipelines play a critical role in today's cloud ecosystems, enabling the processing and transfer of vast amounts of data between sources and targets. As more companies move to the cloud, it is imperative that these pipelines are optimized to del…
- 21 days ago 24 Jun 25, 8:00pm - - Storage-Computing Integration vs. Separation: Architectural Trade-offs, Use Cases, and Insights from Apache Doris
In the field of databases and big data, the architectural debate between “storage-computing integration” and “storage-computing separation” has never ceased. Some people question, “Is storage-computing separation really necessary? Isn’t t…
- 21 days ago 24 Jun 25, 4:00pm - - *You* Can Shape Trend Reports: Join DZone's Data Engineering Research
Hey, DZone Community! We have an exciting year of research ahead for our beloved Trend Reports. And once again, we are asking for your insights and expertise (anonymously if you choose) — readers just like you drive the content we cover in our Tre…
- 11 Jan 23, 5:24pm -