DZone

🚀 Our 2025 Trend Report, "Data Engineering," is live! 📥 Download it now: https://lnkd.in/e4jZ7-Wi This isn't just another "AI is changing everything" piece; it's a real look at the tooling, strategy, and systems behind today's most scalable data ecosystems. ✨ Read our expert articles to learn more: → "Data Lake, Warehouse, or Lakehouse? Rethinking the Future of Data Architecture" by Miguel Garcia Lorenzo → "Data Engineering for AI-Native Architectures: Designing Scalable, Cost-Optimized Data Pipelines to Power GenAI, Agentic AI, and Real-Time Insights" by Abhishek Gupta → "Scaling Real-Time Data Systems With DataOps: Principles, Practices, and Use Cases" by Tulika Bhatt → "How Healthy Is Your Data in the Age of AI? An In-Depth Checklist to Assess Data Accuracy, Governance, and AI Readiness" by Sukanya Konatam This report would not be possible without the support of our sponsoring partner, DataStax, an IBM company! #dataengineering #datapipeline #dataquality #dataops

If you’re a dev, SRE, or platform engineer, your experience matters. We’re collecting real-world insights for DZone’s upcoming Observability Trend Report 🔮 Take the survey: https://lnkd.in/esBDAZZu From strategy and tooling to performance bottlenecks and AIOps in incident response, our ~7-minute survey digs into: - Maturity models and adoption hurdles - Metrics that move the needle - Monitoring, logging, tracing, and open standards - Where AI is (and isn’t) helping Add your voice and enter the raffle — then catch the full results in October! 📈 #Observability #DevOps #PlatformEngineering #AIOps #Monitoring

⏰ Last chance to join live! Traditional environment models are holding teams back causing delays, risks, and runaway costs. Platform Engineering Product Leader at Harness Dan Gordon will reveal how curated “environment blueprints” unlock developer self-service and ephemeral environments without losing security or control. You’ll walk away knowing how to: 💠 Empower teams with faster, safer environments 💠 Keep resilience and compliance intact 💠 Eliminate wasted spend and friction Seats are filling fast, so don’t wait to grab yours! 🔗 https://lnkd.in/gtW6XEym

👀 Curious about what’s trending? From the AI parrot in your sprint (yes, it’s a thing!) to other fresh takes on #security and #Kubernetes, here’s what our readers are buzzing about this week. Dive in and tell us what stood out to you 💬 Top Core Highlights 🚨 🦜 "The Statistical AI Parrot in Your Sprint" by Stefan Wolpers 👉https://lnkd.in/gMrHVNHP 🦜 "Enhancing Productivity With RAG-Based GenAI Solutions" by Satrajit Basu 👉https://lnkd.in/gbJBcnef 🦜 "Container Security Essentials: From Images to Runtime Protection" by Siri Varma Vegiraju 👉https://lnkd.in/eWazPhDW 🦜 "Toward Explainable AI (Part 6): Bridging Theory and Practice—What LIME Shows – and What It Leaves Out" by Frederic Jacquet (Core) & Marc-Antoine Iehl 👉https://lnkd.in/gp_4DcTZ Crowd Favorites From the Greater DZone Community 🔥 👀 "Top Metrics to Watch in Kubernetes" by Vibhuti Sharma 👉https://lnkd.in/gCmM9RY5 👀 "The AI Co-Pilot: How to Lead When Your Team's Best Player Is a Machine" by Rupesh Dabbir 👉https://lnkd.in/gTnaWBrp 👀 "PII Leakage Detection and Measuring the Accuracy of Reports and Statements Using Machine Learning" by Malai Arasu Paneerselvam 👉 https://lnkd.in/gQXF_tMr 👀 "Prototype for a Java Database Application With REST and Security" by George Pod 👉https://lnkd.in/gWMpWxuD 👀 "Cryptography Libraries on Ampere®" by Zeng XiaoHua(David) 👉https://lnkd.in/guqMdtsG

 Observability isn’t just about visibility—it’s about measurable impact. In this session, Luís Franqueira (N26) and Fred O'Connor (SmartBear) will show how to align observability goals with business outcomes, reduce MTTR, and prove value across engineering and customer experience. 📅 September 17 | 🕚 11:00 AM ET Register for free to save your spot: https://lnkd.in/g4i5vbE9

Too many teams still choose between velocity and security but you don’t have to. Tomorrow, join William Manning (JFrog) and Dave Burnison (GitHub) to see how unified DevSecOps workflows: ✔ Detect real risks (not noise) ✔ Deliver developer-friendly feedback ✔ Provide full pipeline visibility Don’t miss it. Save your spot before it’s gone! 🔗 https://lnkd.in/giDetD6b

Developers want autonomy. Platform teams need governance. Both are possible. Join Dan Gordon from Harness on September 9 at 3 PM ET for a session on how self-service environment management delivers: • Secure, policy-compliant environments • Fast, flexible developer access • Cost governance and drift detection Unlock the freedom developers crave while keeping compliance in check. 🔗 https://lnkd.in/gtW6XEym

Our DZone readers have been diving deep into #AI, #dataengineering, and #cloud lately 👏. Here’s a roundup of what’s trending on our site this week! Join the conversation and share your takeaways in the comments💬 Top Core Highlights 🚨 💡 "Modernizing Chaos Engineering: The Shift From Traditional to Event-Driven" by Josephine Joyce (Core) & Prashanth Bhat 👉https://lnkd.in/gf8pK3BG 💡 "Toward Explainable AI (Part 3): Bridging Theory and Practice—When Explaining AI Is No Longer a Choice" by Frederic Jacquet (Core) & Marc-Antoine Iehl 👉https://lnkd.in/gTsRrfxR 💡 "Pulumi: Modern Infrastructure as Code With Real Programming Languages" by VidyaSagar Machupalli FBCS 👉https://lnkd.in/gj456qQ4 💡 "The Ephemeral Cloud: A New Blueprint for Infrastructure Efficiency With Crossplane and kube-green" by Graziano Casto 👉https://lnkd.in/gkaYTYpD 💡 "The Benefits of AI Micromanagement" by Stefan Wolpers 👉https://lnkd.in/dTSxgK83 Crowd Favorites From the Greater DZone Community 🔥 🤖 "Building a 3D WebXR Game with WASI Cycles: Integrating WasmEdge, Wasmtime, and Wasmer to Invoke MongoDB, Kafka, and Oracle" by Paul Parkinson 👉https://lnkd.in/ghURjz36 🤖 "Orchestrating Complex Workflows With XState" by Abhiram Kandiraju 👉https://lnkd.in/gzQCygEq 🤖 "Understanding Memory Page Sizes on Arm64" by Dave Neary 👉 https://lnkd.in/gXFp_J4q 🤖 "AI Data Security: Core Concepts, Risks, and Proven Practices" by Alex Macgasm 👉https://lnkd.in/grTvMW3a 🤖 "Transforming Data into Decisions: Crafting Generative AI That Delivers Accurate Intelligence" by Srinivasarao Thota 👉https://lnkd.in/gyCJDc4h

We just kicked off research for DZone’s Observability Trend Report, which will explore how teams are evolving observability, performance optimization, and system reliability. Check it out 👉 https://lnkd.in/eb_CKDdD Share your real-world experience in our survey covering: 🧭 Strategy, maturity, and tooling 🚦 Performance metrics, bottlenecks, and root causes 🔎 Monitoring, logging, tracing, and open standards 🤖 AIOps + AI for anomaly detection and incident response Thank you for supporting our research and the broader developer community! Opt in at the end for a chance to win one of four $60 (USD) e-gift cards 🎁 Check out the full Trend Report in October to see how the results stack up 📊 #Observability #SRE #DevOps #PlatformEngineering #AIOps #Monitoring

Security shouldn’t be a bottleneck. On September 4 at 11:00 AM CET, GitHub’s Dave Burnison and JFrog's William Manning will reveal how leading teams are unifying code and binary security to ship faster—without sacrificing safety. Seats are limited. Don’t miss your chance to discover how to: ✅ Eliminate alert fatigue ✅ Stop broken builds before they derail releases ✅ Trace issues directly back to GitHub code 🔒 Upgrade your DevSecOps game and reserve your spot now before it fills up! https://lnkd.in/giDetD6b