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HashiCorp Wrapped ๐ŸŽ, Powering Dropbox Dash ๐Ÿ”ฎ, 2026 Observability Trends โŒ›ย 

TLDR DevOps <dan@tldrnewsletter.com>

December 19, 12:10 pm

TLDR DevOps
Dropbox developed a custom feature store to power the AI-driven search in its Dash product, enabling rapid retrieval of relevant files โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ  โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ โ€Œ 

TLDR

Together With Bitrise

TLDR DevOps 2025-12-19

The Mobile Benchmarks that matter in 2025 (Sponsor)

How does your mobile CI/CD compare to top-performing teams? You'll find everything you need to know in this report.

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What the data shows:

  • Build times fell 28% as workflow complexity rose 23%
  • Multi-workflow pipelines surged from 16% to 42% of all builds
  • Teams using structured release frameworks ship 2ร— more often
  • The fastest teams adopt new Xcode versions in under 4 weeks, while most take 19+

Get your free copy for the full benchmarks, expert analysis, and to see where your team stands.

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News & Trends

HashiCorp year in review 2025: Lessons in simplifying the cloud (7 minute read)

HashiCorp reflects on 2025 cloud complexity driven by multi-cloud sprawl, security and identity challenges, and AI, highlighting deeper IBM and Red Hat integration, lifecycle automation, embedded security, FinOps shift-left, and major product advances across Terraform, Vault, and HCP.
Kubernetes v1.35: Timbernetes (The World Tree Release) (25 minute read)

Kubernetes v1.35 features 60 enhancements, including 17 stable, 19 beta, and 22 alpha features, most notably graduating in-place updates for Pod resources and native workload identity with automated certificate rotation to general availability. The update also removed cgroup v1 support, deprecated ipvs mode in kube-proxy, and announced the retirement of the Ingress NGINX controller.
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Opinions & Tutorials

Let's talk about GitHub Actions (6 minute read)

GitHub rebuilt the core architecture of Actions to scale reliably to 71 million jobs per day, then shipped long-requested improvements, including YAML anchors, deeper reusable workflows, larger caches, and more inputs. Further UX, scheduling, and parallelism enhancements have been planned for 2026.
CDKTF is deprecated: What's next for your team? (5 minute read)

CDK for Terraform (CDKTF), introduced in July 2020, was officially deprecated on December 10, leaving many teams seeking a replacement for cloud infrastructure management. Pulumi is the simplest and most broadly compatible migration path. It offers similar multi-language support and built-in conversion tools for CDKTF projects.
Your job is to deliver code you have proven to work (4 minute read)

Engineers are responsible for delivering code that is proven to work, not dumping large, untested AI-generated changes onto reviewers and shifting the burden of validation onto others. Proof requires both manual testing and automated tests, and even when using coding agents, the human remains accountable for ensuring evidence of correctness accompanies every PR.
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Resources & Tools

APIs that humans can trust and AI agents can understand with Swagger (Sponsor)

Are your APIs trusted by humans and usable by AI agents? Swagger helps make APIs AI-ready! Learn more about Swagger and try it free for 14 days. Already got your Swagger? SmartBear is bringing AI to its testing products to strengthen app integrity.
OpenLIT (GitHub Repo)

OpenLIT is an open-source platform for AI engineering that simplifies Generative AI and LLM development by providing full-stack, OpenTelemetry-native observability for LLMs, vector databases, and GPUs via a single line of code. The platform integrates with over 50 LLM providers, vector databases, agent frameworks, and GPUs. It offers tools for prompt management, cost tracking, exception monitoring, and secure API key handling.
headson (GitHub Repo)

headson is a CLI tool similar to head/tail for JSON and YAML, but structureโ€‘aware. It provides a compact preview that shows both the shape and representative values of your data, all within a strict byte budget.
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Miscellaneous

Azure networking updates on security, reliability, and high availability (5 minute read)

Azure is advancing its networking platform to power the next wave of cloud and AI transformation, with massive backbone scale, AI-optimized datacenter fabrics, zone-resilient networking by default, expanded security capabilities, higher-throughput ExpressRoute and VPN options, and deeper Kubernetes and container networking enhancements to deliver resilient, secure, and high-performance connectivity at hyperscale.
Observability trends for 2026: Maturity, cost control, and driving business value (5 minute read)

Observability has become mission-critical, with 60% of organizations reaching mature or expert levels while focusing on cost control, expanding business impact reporting, and democratizing data across IT, security, and business teams. Mature practices enable compliance, cross-team value, and strategic advantage.
Inside the feature store powering real-time AI in Dropbox Dash (7 minute read)

Dropbox developed a custom feature store to power the AI-driven search in its Dash product, enabling rapid retrieval of relevant files by understanding complex user queries across company content. This hybrid architecture leveraged Feast for orchestration, Spark for computation, and Dropbox's in-house Dynovault for low-latency lookups, alongside a custom Go service that achieved sub-100ms p95 latencies for thousands of feature lookups per query.
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Quick Links

Troubleshoot integrations in 15 minutes with Planview's byte-size webinars (Sponsor)

Dealing with a fragmented toolchain, heavy manual reporting, and no single source of truth? Find solutions to your toughest integration challenges in an upcoming Planview Hub Bytes session. Register for free
Elastic and Microsoft partnership achievements in 2025 (3 minute read)

Elastic highlighted a year of joint innovation with Microsoft, delivering Azure infrastructure, AI, and security integrations, and customer successes.
Announcing support for GROUP BY, SUM, and other aggregation queries in R2 SQL (9 minute read)

Cloudflare's R2 SQL, a serverless analytics query engine for R2 Data Catalog, now supports aggregations or "GROUP BY queries".

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Thanks for reading,
Kunal Desai & Martin Hauskrecht


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