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<div style="display: none; max-height: 0px; overflow: hidden;">Log-query scanning in ClickHouse was reduced from nearly 100% of data blocks to less than 1% by reorganizing log storage β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β β </div>
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<h1><strong>TLDR DevOps <span id="date">2025-09-15</span></strong></h1>
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<strong>If Your Search Isn't AI-Ready, You're Already Behind (Sponsor)</strong>
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<ul><li>AI-ready from day one β <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fopensearch.org%2Fplatform%2Fvector-engine%2F%3Futm_campaign=19006740-2025Q3-OpenSearch-TLDR%26utm_source=tldr%26utm_medium=banner%26utm_term=915/3/010001994d0d7a5d-cbf55652-9752-4258-ab74-780405b125c4-000000/a8gZ3fGEJAJu406k7bKRoGKmpIvYkvlMyne5Gch7F1I=422" rel="noopener noreferrer nofollow" target="_blank"><span>Built-in vector search</span></a> that scales with your innovation</li>
<li>Any use case β Power RAG, semantic search, and recommendations</li>
<li>Full control β Open ML architecture, no license fees</li>
<li>Your tools, your way β Works with Faiss, Lucene & more</li>
<li>Enterprise scale β Proven open source alternative to proprietary databases</li>
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<p><a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fopensearch.org%2F%3Futm_campaign=19006740-2025Q3-OpenSearch-TLDR%26utm_source=tldr%26utm_medium=banner%26utm_term=915/1/010001994d0d7a5d-cbf55652-9752-4258-ab74-780405b125c4-000000/sL9YGMuheAzY16_7HbLcOI6ZRLxxCadO_e-RmKbPCck=422" rel="noopener noreferrer nofollow" target="_blank"><span><strong>Future-proof your AI stack now with OpenSearch</strong></span></a><strong>. Before your competition does.</strong>
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<div style="text-align: center;"><span style="font-size: 36px;">π±</span></div></div>
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<h1><strong>News & Trends</strong></h1>
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<strong>Amazon CloudFront announces support for IPv6 origins (2 minute read)</strong>
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Amazon CloudFront now supports IPv6 connectivity to origin servers, enabling end-to-end IPv6 content delivery that enhances performance and addresses IPv4 exhaustion concerns. Customers can configure IPv4-only, IPv6-only, or dual-stack origins across all AWS Commercial Regions, with the exception of Amazon S3 and VPC origins.
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<strong>Announcing Amazon EC2 M4 and M4 Pro Mac instances (5 minute read)</strong>
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Amazon EC2 M4 and M4 Pro Mac instances are now generally available, offering up to 20% better application build performance compared to EC2 M2 Mac instances. The new instances, built on Apple's M4 and M4 Pro chips, feature up to 48 GB of unified memory and 2 TB of local storage, and are available in US East (N. Virginia) and US West (Oregon) on macOS Sonoma 15.6 and later.
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<strong>Kubernetes v1.34: Autoconfiguration for Node Cgroup Driver Goes GA (2 minute read)</strong>
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Kubernetes v1.34.0 introduces the general availability of the KubeletCgroupDriverFromCRI feature, which allows kubelets to automatically determine the cgroup driver from the CRI implementation. Cluster admins should upgrade containerd to v2.0 or later before upgrading the kubelet to v1.36.0, as support for older versions of containerd will be dropped in v1.36.0, and the kubelet_cri_losing_support metric is available to detect outdated containerd versions.
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<div style="text-align: center;"><span style="font-size: 36px;">π</span></div>
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<h1><strong>Opinions & Tutorials</strong></h1>
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<strong>How we made ClickHouse log queries 99.5% faster with resource fingerprinting (3 minute read)</strong>
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Log-query scanning in ClickHouse was reduced from nearly 100% of data blocks to less than 1% by reorganizing log storage. A deterministic "resource fingerprint," generated for each log source, replaced bloom-filter skip indexes, sorting the table and packing logs contiguously. As a result, a namespace filter now reads just 0.85% of blocks, slashing I/O and latency.
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<strong>AI Coding (3 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
AI coding tools are best understood as compilers rather than intelligent coders, since they take prompts (like source code) and output results, with English being an imprecise and unreliable input language. Their usefulness comes from improved search, optimization, and tooling, not from replacing the human role of programming, despite hype-driven investment suggesting otherwise.
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<strong>From 19k to 4.2M events/sec: story of a SQLite query optimisation (16 minute read)</strong>
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Developers working on the Matrix Rust SDK uncovered severe performance issues in fetching chunk metadata from SQLite, where an inefficient LEFT JOIN caused unnecessary scans and query times exceeding a minute. By progressively optimizingβfirst with a CASE expression, then restructuring into just two queries with Rust-side aggregationβthey improved throughput from ~20K to 4.2M events/sec, achieving a 211Γ speedup without changing schemas or core data structures.
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<div style="text-align: center;"><span style="font-size: 36px;">π§βπ»</span></div>
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<strong>mirrord: Run your microservice locally, test instantly in the cloud (Sponsor)</strong>
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Tired of waiting for CI and deployment just to test in staging? mirrord (<a class="c-link" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.com%2Fmetalbear-co%2Fmirrord%3Futm_source=tldrdevops%26utm_medium=tldrdevops%26utm_campaign=tldrdevops_sept15/1/010001994d0d7a5d-cbf55652-9752-4258-ab74-780405b125c4-000000/tNqePV_RFC9UPBiqrPExi8kL0G2hifWzKA0n0I6jm6c=422" rel="noopener noreferrer" target="_blank"><span>4.5k GitHub stars</span></a>) runs your code locally but mirrors your full Kubernetes environment - databases, traffic, and config - without deploying untested code. It's used by companies like SurveyMonkey, who reduced their time to ship new code by 50%. <a class="c-link" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmetalbear.com%2Fmirrord%2F%3Futm_source=tldrdevops%26utm_medium=tldrdevops%26utm_campaign=tldrdevops_sept15/2/010001994d0d7a5d-cbf55652-9752-4258-ab74-780405b125c4-000000/zsCZKihNW3f0QzKXiD_4MOMPrD7ej4K9xvPkn_6uUjA=422" rel="noopener noreferrer" target="_blank"><span>Try mirrord for free</span></a>
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<strong>HAMi (GitHub Repo)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
HAMi, a Cloud Native Computing Foundation project, is a Kubernetes middleware that manages heterogeneous devices like GPUs and NPUs. As of December 2024, it is being used by over 50 companies across various industries.
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<strong>pgschema (GitHub Repo)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
pgschema is a CLI tool that brings terraform-style declarative schema migration workflow to Postgres.
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<div style="text-align: center;"><span style="font-size: 36px;">π</span></div></div>
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<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fdev.to%2Fhorushe%2Fwhy-i-ditched-redis-for-cloudflare-durable-objects-in-my-rate-limiter-jof%3Futm_source=tldrdevops/1/010001994d0d7a5d-cbf55652-9752-4258-ab74-780405b125c4-000000/nPPMQW3AHlizv1o2kbb7F7WqAVfAiO7IRnd6MhvfHbk=422">
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<strong>Why I Ditched Redis for Cloudflare Durable Objects in My Rate Limiter (8 minute read)</strong>
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Redis struggled with latency, cold starts, and geographic complexity in a serverless rate limiter, making it unreliable during viral traffic spikes. Cloudflare Durable Objects provided a stateful, edge-based solution that delivered sub-5ms latency, strong consistency, and significantly lower costs while handling thousands of concurrent global requests.
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<strong>Trusting builds with Bazel remote execution (9 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Bazel's remote execution provides a trusted environment that enables safe cross-user cache sharing by ensuring actions are executed deterministically and isolated from client interference. Fully securing end-to-end builds also requires strict control of the Action Cache (AC), disabling local fallbacks, and enforcing policies like invocation rules to prevent malicious or accidental cache poisoning.
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<div style="text-align: center;"><span style="font-size: 36px;">β‘</span></div></div>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.keepersecurity.com%2FPAM-key-to-modern-enterprise-defense-report%2F%3Futm_source=TLDR_Newsletter%26utm_medium=Sponsored_Ad_Placement%26utm_campaign=September_15_Quick_Links/1/010001994d0d7a5d-cbf55652-9752-4258-ab74-780405b125c4-000000/saTfjaGvYJTtPqHrr3aQQ2xgfKFeV4xFST4aOu3VDd8=422">
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<strong>53% of organizations with PAM can't integrate it properly (Sponsor)</strong>
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New research from Keeper Security surveyed 4,000 DevOps and security professionals about privileged access management. 69% have adopted PAM to prevent credential theft, but 53% struggle with post-deployment integration. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.keepersecurity.com%2FPAM-key-to-modern-enterprise-defense-report%2F%3Futm_source=TLDR_Newsletter%26utm_medium=Sponsored_Ad_Placement%26utm_campaign=September_15_Quick_Links/2/010001994d0d7a5d-cbf55652-9752-4258-ab74-780405b125c4-000000/KSHue8nM3WDoEqsf5pdemg_75rJfRBN5NQfvU1t2AIE=422" rel="noopener noreferrer nofollow" target="_blank"><span>Get the report</span></a>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Faws.amazon.com%2Fblogs%2Fdevops%2Fintroducing-an-interactive-code-review-experience-with-amazon-q-developer-in-github%2F%3Futm_source=tldrdevops/1/010001994d0d7a5d-cbf55652-9752-4258-ab74-780405b125c4-000000/0cgr9863ThlOQt6iuiLTBvtYGt0LDWCZAvlVEWsM0J0=422">
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<strong>Introducing an Interactive Code Review Experience with Amazon Q Developer in GitHub (4 minute read)</strong>
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Amazon introduced an interactive code review experience in GitHub using Amazon Q Developer, allowing developers to ask questions with /q, receive threaded findings with summaries, and apply suggested fixes directly in pull requests.
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<span>
<strong>Setup Redis Standalone with JSON and Search Modules on AKS with Binami Redis Using Custom Image to Allow Local Development (6 minute read)</strong>
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<span style="font-family: "Helvetica Neue", Helvetica, Arial, Verdana, sans-serif;">
Redis standalone can be deployed on AKS using a Bitnami Helm chart with a custom image that includes JSON, Search, Bloom, and TimeSeries modules for local development access.
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