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Technical excellence alone isn’t enough to grow your impact or your career!
To reach the next level, Senior ICs need a different set of tools.
Netflix’s Kasia Trapszo shares how to master:
• Influence without authority
• Cross-team trust
• Imposter syndrome🔗 Watch the #InfoQ video (transcript included): https://bit.ly/4ty7Gds
#EngineeringLeadership #CareerGrowth #StaffPlus #TechCareers
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Backlogs in #DistributedSystems are arithmetic, not mysteries.
This #InfoQ article shows:
• backlog drain time
• consumer headroom
• autoscaling triggersFailure modes:
• retry amplification
• metastability
• cascading bottlenecksSometimes shedding load > draining: https://bit.ly/4npFNmt
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Every #TimeSeriesDatabase is just a set of storage decisions:
➡️ Row layout
➡️ Compression timing
➡️ Partitioning strategyThese choices often impact cost and query performance more than the database you pick.
This #InfoQ article breaks down these fundamentals from first principles using #PostgreSQL & #ApacheParquet ⇨ https://bit.ly/4fkDHlV
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#AWS updated Amazon #AuroraServerless with a new platform version that improves scaling behavior & runtime efficiency.
➡️ up to 45% faster scale-up during demand spikes
➡️ up to 30% performance improvement via improved resource scheduling + workload-aware scalingLearn more: https://bit.ly/3PFT9P7
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#MySQL 9.7.0 is now generally available!
This version consolidates recent work across the 9.x cycle, including improvements in replication observability, telemetry & query optimization.
Several capabilities previously available only in the Enterprise Edition are now available in the Community Edition.
Learn more: https://bit.ly/49JJbD4
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Grafana Labs has released v4 of its Kubernetes Monitoring Helm chart - the biggest update since the chart launched.
The release tackles long-standing configuration issues that surfaced as teams scaled to larger, more complex Kubernetes deployments.
More on #InfoQ ⇨ https://bit.ly/4du3d6T
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In tech, we know how to scale systems. But scaling humans? Well … that’s another story.
Even with the right tools and processes, technical teams often struggle to scale behaviorally & culturally.
In this #InfoQ video, Charlotte de Jong Schouwenburg explores why behavioral and cultural scaling is harder than technical scaling - and what leaders and teams can do about it.
🎬 Watch now: https://bit.ly/4uw8ctk
📄 #transcript included
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DuckDB Labs released #DuckLake 1.0 - a data lake format that stores table metadata in a SQL database, rather than spreading it across object storage files.
Key features:
• catalog-stored small updates
• improved sorting and partitioning
• compatibility with Iceberg-style data featuresLearn more ⇨ https://bit.ly/48PsPIS
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CodeGuardian is an MCP server that extends AI coding assistants with comprehensive code quality and security analysis.
Developers can access enterprise-grade analysis directly in their AI assistant - reducing context switching and making secure coding easier to adopt.
🔗 Read now: https://bit.ly/4u0VNhz
#InfoQ #AI #ModelContextProtocol #AIagents #AIAssistedCoding
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#Dropbox cut its backend monorepo from 87GB → 20GB.📉
In collaboration with #GitHub, they fixed a massive bottleneck by optimizing Git delta compression.
The impact:
• Reduced clone times
• Improved CI performance
• Boosted developer velocityLearn more 👉 https://bit.ly/3R9pSfZ
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Migration from #GraphQLFederation → #tRPC delivered measurable production gains:
• P95 latency: 85ms → 28ms
• Client bundle size: 142KB → 28KB gzipped (−80%)
• 2.4M requests/day
• 99.97% uptimeBut the numbers only tell part of the story!
🔗 This #InfoQ article breaks down what shipping tRPC in production actually looks like → https://bit.ly/3QmUXfY
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Discover how #Meta improved #SoftwareQuality with a Just-in-Time (JiT) testing approach that dynamically generates tests during code review.
The system increases bug detection by approx 4x in AI-assisted development using LLMs, mutation testing, and intent-aware workflows like Dodgy Diff.
More on #InfoQ ⇨ https://bit.ly/4tqylKc
#SoftwareArchitecture #SoftwareTesting #AI #LLMs #CodeReviews
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Cloudflare’s new #ModelContextProtocol (MCP) server powered by Code Mode enables #AIagents to interact with large APIs with minimal token usage.
The server reduces context footprint across 2,500+ endpoints, improves multi-API orchestration, and provides a secure, code-centric execution environment for LLM agents.
Deep dive on #InfoQ ⇨ https://bit.ly/4dTJgqQ
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Lakehouse architectures allow multiple engines to run on shared data through open table formats like #ApacheIceberg.
But #SQL identifier resolution and catalog naming rules differ across engines - creating hidden interoperability failures.
In this #InfoQ article, Maninder Parmar explains why enforcing consistent naming conventions and cross-engine validation is critical.
📰 Read now: https://bit.ly/4902zeH
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The EU’s Cyber Resilience Act (CRA) is a “GDPR moment” for #SoftwareSecurity.
In this #InfoQ #podcast, Viktor Peterson explores how the CRA is reshaping expectations for software producers & supply chain compliance.
Key highlights:
✅ Why SBOMs are operational assets
✅ The danger of "weaponized code" in your security tools
✅ The shift toward vendor-neutral discovery🎧 Listen now: https://bit.ly/429icwC
📄 #transcript included
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The #InfoQ article discusses the challenges faced during a migration from a relational database to NoSQL, focusing on the importance of database sequences for unique identifiers.
It outlines the development of a new sequence service using #DynamoDB and a two-tier #caching architecture.
🔗 Read now: https://bit.ly/4e6FRox
#SoftwareArchitecture #DistributedSystems #NoSQL #Database #Performance
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#Pinterest has deployed a production-ready #ModelContextProtocol (#MCP) ecosystem, enabling #AIagents to automate complex engineering tasks and integrate internal tools.
Domain-specific MCP servers + central registry + human-in-the-loop approvals ⇒ boost security, governance & productivity - saving thousands of hours monthly.
🔗 Details: https://bit.ly/4dVIhX6
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Amazon just rolled out major updates to Aurora DSQL – focusing on usability, integrations & developer tooling.
Highlights: a new interactive Aurora DSQL Playground that lets developers explore and experiment with the database directly in the browser - no signup, no cost
Learn more ⇨ https://bit.ly/41sKFgu
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What happens when a major financial institution prepares its #APIs for #AIagents?
#MorganStanley had to rethink large parts of its API program.
The big shift: #ModelContextProtocol (MCP) - which has gone from obscurity to industry standard in ~18 months.
It fundamentally changes who - or what - is consuming your APIs.
Learn more: https://bit.ly/3PFnUmV
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Shipping mobile updates is a bottleneck: app store reviews, slow user updates, multiple versions in the wild.
#Nubank flipped the model with Catalyst - a scripted Server-Driven UI (#SDUI) framework that ships more than just layouts.
3,000+ engineers can now deploy UI changes and complex business logic to 115M+ users in under 20 minutes.
🚫 No app store update required.
🎬 Watch the architecture deep dive ⇨ https://bit.ly/4lIUY9N
📄 #transcript included
#MobileDevelopment #SoftwareArchitecture #UserInterface #ServerSideRendering
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Netflix shared the blueprint for migrating 400+ production clusters with minimal downtime.
How❓ By building an internal automation platform to move from Amazon RDS for PostgreSQL to Aurora.
It manages replication, CDC, controlled cutover, and rollback, enabling service teams with a self-service migration workflow.
Learn more: https://bit.ly/4bp1my8
#InfoQ #SoftwareArchitecture #migration #databases #PostgreSQL #AmazonRDS #AmazonAurora
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#Uber’s HiveSync team optimized Hadoop Distcp for multi-petabyte replication across hybrid cloud and on-prem data lakes.
✅ Task parallelization
✅ Uber jobs for small transfers
✅ Improved observabilityResult: 5× replication capacity & seamless on-prem-to-cloud migration.
Read more: https://bit.ly/4bwUUFt
#InfoQ #SoftwareArchitecture #DistributedSystems #Observability #DataLake
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❄️ Gearing up for a long, cold weekend?
We’ve curated the best #InfoQ #podcasts of 2025 to keep you inspired. Whether you’re hitting the gym or cozying up with a coffee, these deep dives are well worth your time.
🎧 Listen now - transcripts included!
➡️ Why Rust Will Help You Deliver Better Low-latency Systems and Happier Developers with Andrew Lamb
https://bit.ly/3HXGW4v➡️ Effective Error Handling: a Uniform Strategy for Heterogeneous Distributed Systems with Jenish Shah
https://bit.ly/433kvCp➡️ Is WebAssembly the Secure, Efficient Alternative Everybody was Waiting for? with Laurent Doguin & Geoffroy Couprie
https://bit.ly/463vc8P➡️ Observability in Java with Micrometer - a Conversation with Marcin Grzejszczak
https://bit.ly/3HIwXjA➡️ The Financial Architecture of Software with Ian Miell
https://bit.ly/3HrM0xG📚 #StayAhead of the curve - Knowledge is power 💪
#RustLang #DistributedSystems #WebAssembly #Java #Observability #Micrometer #SoftwareArchitecture #LowLatency
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Shifting Left delivers clean, reliable, and accessible data to everyone who needs it - right when they need it.
The result? Less complexity, lower overhead, and far less break-fix work, freeing teams to focus on higher-value problems.
At the core of a #ShiftLeft strategy are Data Products. They form the backbone of healthy data communication and ensure quality is built in - not patched on later.
📖 Great insights from this #InfoQ article on rethinking the Medallion Architecture: https://bit.ly/3WHjxsf
#SoftwareArchitecture #DataMesh #DataEngineering #DataLake #DataPipelines
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#AWS has released an analysis of the major October outage, highlighting key lessons on:
⇨ cloud redundancy
⇨ multi-region architectures
⇨ considerations for moving workloads out of the public cloudTriggered by a failure in Amazon #DynamoDB, the outage affected a wide range of services in its busiest region, Northern Virginia.
Learn more: https://bit.ly/4raUs6E
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“𝑴𝒊𝒄𝒓𝒐𝒎𝒆𝒕𝒆𝒓 𝑖𝑠 𝑎 𝑣𝑒𝑟𝑦 𝑚𝑎𝑡𝑢𝑟𝑒 𝑝𝑟𝑜𝑗𝑒𝑐𝑡… 𝑎𝑛 𝑒𝑥𝑐𝑒𝑙𝑙𝑒𝑛𝑡 𝑠𝑡𝑎𝑟𝑡𝑖𝑛𝑔 𝑝𝑜𝑖𝑛𝑡, 𝑒𝑠𝑝𝑒𝑐𝑖𝑎𝑙𝑙𝑦 𝑤𝑖𝑡ℎ 𝑡ℎ𝑒 𝑀𝑖𝑐𝑟𝑜𝑚𝑒𝑡𝑒𝑟 𝑂𝑏𝑠𝑒𝑟𝑣𝑎𝑡𝑖𝑜𝑛 𝐴𝑃𝐼… 𝐼𝑡 𝑐𝑜𝑚𝑝𝑙𝑒𝑡𝑒𝑙𝑦 𝑖𝑛𝑣𝑒𝑟𝑡𝑠 𝑡ℎ𝑒 𝑤𝑎𝑦 𝑦𝑜𝑢 𝑡ℎ𝑖𝑛𝑘 𝑜𝑓 𝑑𝑜𝑖𝑛𝑔 𝒐𝒃𝒔𝒆𝒓𝒗𝒂𝒃𝒊𝒍𝒊𝒕𝒚, 𝑤ℎ𝑖𝑙𝑒 𝑚𝑎𝑘𝑖𝑛𝑔 𝑡ℎ𝑒 𝑝𝑟𝑜𝑐𝑒𝑠𝑠 𝑡𝑟𝑎𝑛𝑠𝑝𝑎𝑟𝑒𝑛𝑡 𝑡𝑜 𝑡ℎ𝑒 𝑢𝑠𝑒𝑟.” - 𝐌𝐚𝐫𝐜𝐢𝐧 𝐆𝐫𝐳𝐞𝐣𝐬𝐳𝐜𝐳𝐚𝐤 (developer, consultant, mentor at Too Much Coding, & Java Champion)
🎧 Listen to the #InfoQ #podcast for more insights: https://bit.ly/3HIwXjA