As part of an ongoing series, the Developer Experience SIG interviews organizations about their real-world OpenTelemetry Collector deployments to share practical lessons with the broader community. This post features Adobe, a global software company whose observability team has built an OpenTelemetry-based telemetry pipeline designed for simplicity at massive scale, with thousands of collectors running per signal type across the company’s infrastructure.

Traceway is a self-hosted observability platform that ingests OpenTelemetry traces and metrics, groups exceptions automatically, and gives you endpoint performance, distributed tracing, and alerts — all in a single binary. No OTel Collector or separate time-series database required.

Log analytics in a single binary. No dependencies. Lynx Flow query language.

Cardamon is a metric auditor for Prometheus. It identifies metrics that exist in your TSDB but are never actually queried by dashboards, alerting rules, recording rules, or any other consumer. You can then generate Prometheus drop rules to remove them and reduce storage need.

Versity Gateway, a simple to use tool for seamless inline translation between AWS S3 object commands and storage systems. The Versity Gateway bridges the gap between S3-reliant applications and other storage systems, enabling enhanced compatibility and integration while offering exceptional scalability.

After nearly a decade of development, over 900 releases, and tens of millions of infrastructure deployments by platform teams, today we're happy to announce that Terragrunt 1.0 is officially here.

Every time an application on your computer opens a network connection, it does so quietly, without asking. Little Snitch for Linux makes that activity visible and gives you the option to do something about it. You can see exactly which applications are talking to which servers, block the ones you didn't invite, and keep an eye on traffic history and data volumes over time.

A lightweight AWS service emulator written in Go. Works as both a CI/CD testing tool and a local development server with optional data persistence.

Imagine this — you click play on Netflix on a Friday night and behind the scenes hundreds of containers spring to action in a few seconds to answer your call. At Netflix, scaling containers efficiently is critical to delivering a seamless streaming experience to millions of members worldwide. To keep up with responsiveness at this scale, we modernized our container runtime, only to hit a surprising bottleneck: the CPU architecture itself.

Let us walk you through the story of how we diagnosed the problem and what we learned about scaling containers at the hardware level.

How a complex, large-scale migration to an in-house observability platform led to superior tooling, consistent data, and a fundamental reset of the developer experience.

The most dangerous thing I’ve seen in engineering isn’t a failed system. It’s a team that thinks their system can’t fail.

It’s not just about adding and adapting tooling. The leader who believes a new $30pp automation tool will resolve deep systemic issues is overlooking the most valuable resource already sitting inside their organisation: their people.

At Uptime Labs, we come back to the same principle repeatedly – the true source of resilience is people. Not because it’s a neat slogan, but because the evidence keeps pointing there. Below are five reasons why resilience can’t be automated away from people entirely – hope you enjoy.

PgQue brings back PgQ — one of the longest-running Postgres queue architectures in production — in a form that runs on any Postgres platform, managed providers included.

PgQ was designed at Skype to run messaging for hundreds of millions of users, and it ran on large self-managed Postgres deployments for over a decade. Standard PgQ depends on a C extension (pgq) and an external daemon (pgqd), neither of which run on most managed Postgres providers.

PgQue rebuilds that battle-tested engine in pure PL/pgSQL, so the zero-bloat queue pattern works anywhere you can run SQL — without adding another distributed system to your stack.

The anti-extension. Pure SQL + PL/pgSQL on any Postgres 14+ — including RDS, Aurora, Cloud SQL, AlloyDB, Supabase, Neon, and most other managed providers. No C extension, no shared_preload_libraries, no provider approval, no restart.

Chapter 1: A networking story

A Kubernetes operator for deploying and managing blockchain full nodes. Supports 102 chains with built-in health monitoring, snapshot bootstrapping, and automatic recovery.

From DEFLATE dependency chains to FUSE mounts: how few competing approaches make container layers randomly accessible, and what they all require you to change on every node.

Your cert-manager CA key is one kubectl get secret away from being stolen. It's a base64-encoded blob sitting in etcd, and anyone with the right RBAC can read it, copy it, and use it to sign certificates for any service in your cluster.

Event Driven Scaling and How to Fix It When It Breaks