# CtrlB

> CtrlB is the observability control plane — telemetry pipelines, query, and storage built for engineering teams that ship at scale.

## Discovery files
- [AGENTS.md](https://ctrlb.ai/AGENTS.md): Orientation for AI agents crawling ctrlb.ai. (~413 tokens)
- [skill.md](https://ctrlb.ai/skill.md): Structured CtrlB capability blocks for tooling. (~613 tokens)
- [agent-permissions.json](https://ctrlb.ai/agent-permissions.json): Fetch policy and allowed patterns for bots. (~662 tokens)

## Pages (Markdown mirrors)
- [CtrlB — Redefining Observability](https://ctrlb.ai/index.md): CtrlB is the observability control plane — telemetry pipelines, query, and storage built for engineering teams that ship at scale. (~215 tokens)
- [Blog — CtrlB](https://ctrlb.ai/blogs.md): Articles on observability, telemetry pipelines, and architecture from CtrlB. (~233 tokens)
- [Pricing — CtrlB](https://ctrlb.ai/pricing.md): CtrlB pricing overview — Free tier, usage-based Pro, and Enterprise. (~178 tokens)
- [About us — CtrlB](https://ctrlb.ai/about-us.md): Meet the team building the CtrlB observability control plane. (~163 tokens)
- [Contact — CtrlB](https://ctrlb.ai/contact.md): Contact CtrlB for demos, support, partnerships, and careers. (~171 tokens)
- [Live debugger — CtrlB](https://ctrlb.ai/live-debugger.md): Production-safe debugging with live context via the CtrlB VS Code extension. (~196 tokens)
- [Control plane — CtrlB](https://ctrlb.ai/control-plane.md): Orchestrate OpenTelemetry collectors — centralized configuration and routing. (~239 tokens)
- [Sign up — CtrlB](https://ctrlb.ai/sign-up.md): Join the CtrlB beta / Flow early access. (~148 tokens)
- [Get started — CtrlB](https://ctrlb.ai/get-started.md): Schedule time with CtrlB to discuss observability rollout. (~152 tokens)
- [Book a demo — CtrlB](https://ctrlb.ai/booking.md): Schedule a CtrlB demo or architecture session. (~145 tokens)
- [Privacy policy — CtrlB](https://ctrlb.ai/privacy.md): How CtrlB collects and protects personal data. (~131 tokens)
- [Terms of service — CtrlB](https://ctrlb.ai/terms.md): Terms and conditions for CtrlB products and services. (~127 tokens)
- [CtrlB Decompose](https://ctrlb.ai/decompose.md): Browser and CLI tool — compress noisy logs into structural patterns. (~169 tokens)
- [CtrlB Decompose — Documentation](https://ctrlb.ai/decompose/docs.md): Pipeline overview: timestamp extraction, CLP encoding, Drain3 clustering, typing, sketch stats. (~213 tokens)
- [Site map — CtrlB](https://ctrlb.ai/site-map.md): HTML index of major pages, topics, and authors. (~171 tokens)

## Articles
- [Unlocking Headless Observability: The Power of MCP](https://ctrlb.ai/blogs/unlocking-headless-observability-the-power-of-mcp.md): Picture this: PagerDuty just woke you up. The billing service is throwing 500 errors, and customer checkouts are failing. What is your ne… (~1737 tokens)
- [Architecture Deep Dive: Why CtrlB’s LSM Approach Outperforms MergeTrees for Observability. ](https://ctrlb.ai/blogs/architecture-deep-dive.md): Introduction ClickHouse is a remarkable piece of engineering. Its MergeTree engine has rightfully earned its place as the gold standard f… (~1678 tokens)
- [We Raised $2.5M Seed Funding to build the Future of Search](https://ctrlb.ai/blogs/seed-funding.md): We Raised $2.5M Seed Funding to build the Future of Search (~437 tokens)
- [Optimizing Kubernetes Observability with CtrlB’s Schema-Agnostic Ingestion](https://ctrlb.ai/blogs/optimising-kubernetes-observability-schema-agnostic.md): Kubernetes observability generates chaos. Every pod, container, and service emits logs, traces, and metrics, each in different formats. C… (~1502 tokens)
- [Resilient Architectures for Cloud-Native Log Handling](https://ctrlb.ai/blogs/blog_resilient_architecures.md): Your cloud-native service just scaled to hundreds of containers. Each one is generating logs. Your logging pipeline? It just crashed. Wel… (~1192 tokens)
- [Evolving Observability Standards in Multi-Cloud Architectures](https://ctrlb.ai/blogs/evolving-observability-standards-in-multi-cloud-ar.md): As more organizations adopt multi-cloud strategies to use the best services from each provider and avoid being locked into one vendor, ob… (~1043 tokens)
- [Optimizing Ingestion from Diverse Sources in Unified Data Lakes](https://ctrlb.ai/blogs/optimizing_ingestion-from-diverse-sources-in-data-lakes.md): Data is everywhere today, in apps, servers, devices, and cloud platforms. To make sense of it all, businesses need a single place to stor… (~1310 tokens)
- [Cost-Effective Telemetry Scaling with CtrlB’s Cloud Object Storage](https://ctrlb.ai/blogs/cost-effective-telemetry-scaling.md): Observability isn’t just about insight anymore, it’s about cost. As systems scale, telemetry (logs, traces, metrics) becomes one of the f… (~1662 tokens)
- [Sustainable Practices in Large-Scale Log Data Management](https://ctrlb.ai/blogs/sustainable-practices-in-large-scale-log-data-mana.md): As organizations generate ever-increasing volumes of log data, the environmental impact of storing and processing this information has be… (~1287 tokens)
- [Optimizing Observability for Edge Computing Environments](https://ctrlb.ai/blogs/optimizing-observability-for-edge-computing-enviro.md): Why Observability at the Edge Matters Edge computing pushes data processing closer to where it’s generated factories, retail stores, auto… (~2132 tokens)
- [Detecting Node-Hopping Attackers: Correlating Traces and Logs at Sub-Second Speed](https://ctrlb.ai/blogs/detecting-node-hopping-attackers-correlating-trace.md): Introduction Modern cyberattacks rarely stop at a single system. Once inside, attackers often move laterally, jumping between machines an… (~1653 tokens)
- [Beyond Index‑Only: Building Tiered Observability with CtrlB](https://ctrlb.ai/blogs/beyond-indexonly-building-tiered-observability-wit.md): What’s Wrong With the Old Way of Logging? For years, the default way to handle logs has been simple: collect everything, index everything… (~1190 tokens)
- [Index Is Just One Tool: Why Observability Needs Multiple Storage Patterns](https://ctrlb.ai/blogs/index-is-just-one-tool-why-observability-needs-mul.md): TL;DR: Indexes are great, but they’re not a religion. At a modern scale, “index everything” slows writes and bloats storage. Observabilit… (~1452 tokens)
- [From Alert to Action: Incident Response in a Search‑First World](https://ctrlb.ai/blogs/from-alert-to-action-incident-response-in-a-search.md): Introduction In today’s fast-changing, cloud-based systems, developers and SREs deal with more moving parts than ever. Systems are highly… (~1300 tokens)
- [Immutable Audit Trails: How CtrlB Helps You Prove What Happened](https://ctrlb.ai/blogs/immutable-audit-trails-how-ctrlb-helps-you-prove-w.md): In cloud-native apps, logs are the source of truth. They record errors, user actions, and security events. If logs can be edited or delet… (~1109 tokens)
- [Cold Storage Doesn’t Have to Be Cold: How CtrlB Keeps Your Old Logs Lively](https://ctrlb.ai/blogs/cold-storage-doesnt-have-to-be-cold-how-ctrlb-keep.md): Ever feel like searching old logs means digging through a dusty basement? Imagine you're on a midnight debug mission, trying to find a cl… (~1604 tokens)
- [When Logs Lie: The Risk of Blind Trust in Ingested Data](https://ctrlb.ai/blogs/when-logs-lie-the-risk-of-blind-trust-in-ingested-.md): Developers and IT professionals rely on logs every day to understand what’s happening in their systems. We treat logs as the diaries of o… (~1334 tokens)
- [Breaking Up with Pipelines: Why CtrlB’s On-Demand Ingestor Changes the Game](https://ctrlb.ai/blogs/breaking-up-with-pipelines-why-ctrlbs-on-demand-in.md): “Dear Pipelines, It’s not me, it’s you. I can’t handle your rigidity anymore. You cost too much, and honestly, you never change. I’ve fou… (~2578 tokens)
- [The Silent Threat of Stale Logs: Why Retrieval Speed Matters](https://ctrlb.ai/blogs/the-silent-threat-of-stale-logs-why-retrieval-spee.md): In today’s DevOps and security environments, logs are the backbone of observability, but only if they’re fresh. Stale logs (delayed, inco… (~1444 tokens)
- [Schemaless Logging: The Future of Scalable, Cloud-Native Observability](https://ctrlb.ai/blogs/schemaless-logging-the-future-of-scalable-cloud-na.md): Logging has come a long way. It started with plain text files, easy to write, but hard to search or analyze. Then came structured logging… (~1650 tokens)
- [Log Search Built for Developers](https://ctrlb.ai/blogs/log-search-built-for-developers.md): What Makes Traditional Log Search Hard for Developers? Today’s log search is often a tangled mess of dashboards, cryptic filters, and too… (~1821 tokens)
- [How to Optimise Queries in CtrlB](https://ctrlb.ai/blogs/how-to-optimise-queries-in-ctrlb.md): Logs are messy, especially in cloud-native systems where structure is an afterthought. CtrlB was built for that reality; its schema-less,… (~1220 tokens)
- [Data Strategy for SREs: Usability Over Cleanliness](https://ctrlb.ai/blogs/data-strategy-for-sres-usability-over-cleanliness.md): In cloud-native environments, teams collect massive volumes of logs, traces, and metrics. But when a service goes down or a user reports … (~2566 tokens)
- [Unstructured Data at Scale: Why Real-World Data Is Messy and How to Make It Useful](https://ctrlb.ai/blogs/unstructured-data-at-scale-why-real-world-data-is-.md): The Reality of Unstructured Data Most data today isn’t neatly organized in tables. Instead, it comes as logs, emails, chat messages, API … (~1226 tokens)
- [The Dashboard Trap: Why Graphs Aren’t Enough](https://ctrlb.ai/blogs/dashboards-are-not-debuggers.md): Dashboards are great. They help teams monitor system health, track key metrics, and spot when things start to go off track. When latency … (~1146 tokens)
- [The Cloud Dilemma: Balancing Observability at Scale](https://ctrlb.ai/blogs/the-cloud-dilemma-balancing-observability-at-scale.md): Modern engineering teams face a fundamental tension: cloud observability promises deep insight, but achieving it often forces trade-offs.… (~2066 tokens)
- [Control Plane: One Plane To Control Them All](https://ctrlb.ai/blogs/control-plane-one-plane-to-control-them-all.md): CtrlB provides a unified control plane for telemetry. It centralises management across all your OpenTelemetry collectors, with no need fo… (~1251 tokens)
- [Beyond Observability: Real-time Debugging in the age of cloud native](https://ctrlb.ai/blogs/beyond-observability-real-time-debugging-in-the-ag.md): Tldr: Most observability vendors are collecting data to surface insights later. CtrlB, through MCP and live instrumentation, enables aski… (~1641 tokens)
- [How To Turn Log Noise Into Real Signals](https://ctrlb.ai/blogs/how-to-turn-log-noise-into-real-signals.md): Logs are loud. Your systems shouldn’t be. In any production system, logs are everywhere: APIs, background workers, frontend proxies, and … (~1354 tokens)
- [The Role of AI in Observability: Hype or Hope?](https://ctrlb.ai/blogs/the-role-of-ai-in-observability.md): Applications today aren’t just a few servers with predictable traffic; they’re made up of hundreds of moving parts, spread across clouds,… (~914 tokens)
- [Observability Is Not Just Three Pillars](https://ctrlb.ai/blogs/observability-is-not-just-three-pillars.md): We’ve all heard it: Observability has three pillars: logs, metrics, and traces. That’s how you know it was a marketing person. Somewhere … (~1456 tokens)
- [Microservices Logging: The Power of Distributed Tracing](https://ctrlb.ai/blogs/microservices-logging.md): When teams transitioned from monoliths to microservices, debugging didn’t become easier; it became messier. Every service now generates i… (~1263 tokens)
- [Why Disk-Less Data Lakes Are the Future ](https://ctrlb.ai/blogs/why-disk-less-data-lakes-are-the-future.md): Let’s face it, working with logs and large-scale data systems can be a real grind. If you’ve ever stared at a spinning loader bar after h… (~1082 tokens)
- [From S3 Chaos to Unified Insights
](https://ctrlb.ai/blogs/from-s3-to-insights-making-archived-logs-useful-ag.md): Observability is a growing cost centre for most engineering teams. The more you scale, the more logs you generate. And while storage has … (~1320 tokens)
- [Logs as Data: Why CtrlB Treats Raw Logs Like a Data Lake](https://ctrlb.ai/blogs/logs-as-data-why-ctrlb-treats-raw-logs-like-a-data.md): In today’s cloud-native world, logs have grown beyond simple debugging tools; they’re now a valuable source of deep operational insight. … (~1202 tokens)
- [Tips to save egress cloud costs](https://ctrlb.ai/blogs/tips-to-save-egress-cloud-costs.md): In today's cloud-driven world, managing costs is a critical aspect of running an efficient and profitable business. One of the often over… (~1047 tokens)
- [How to route Kubernetes logs using FluentD?](https://ctrlb.ai/blogs/how-to-route-kubernetes-logs-using-fluentd.md): Logs are critical for understanding what is occurring inside your Kubernetes cluster. Even while most apps come with a native logging mec… (~1771 tokens)
- [Power of Observability Pipelines: Understanding Their Role and Impact on Organisational Efficiency](https://ctrlb.ai/blogs/power-of-observability-pipelines.md): Explore the transformative power of observability pipelines in enhancing organizational efficiency. Learn how real-time insights, scalabi… (~900 tokens)
- [Unraveling the Mysteries of Digital Footprints: Understanding Traces in the Digital World](https://ctrlb.ai/blogs/understanding-traces-in-the-digital-world.md): Explore the significance of digital traces, uncovering insights into user behavior, capacity planning, and security. Despite challenges, … (~1056 tokens)
- [Cracking the Code: Understanding High Cardinality in Metrics](https://ctrlb.ai/blogs/understanding-high-cardinality-in-metrics.md): Unlock the potential of your metrics with our guide to understanding high cardinality. Discover how granular insights can drive innovatio… (~930 tokens)
- [The High Costs of Observability: Uncovering the Burden on Modern Systems](https://ctrlb.ai/blogs/the-high-costs-of-observability.md): Navigating the complexities of modern computing requires a delicate balance between insightful monitoring and cost-effective practices. (~834 tokens)
- [When should you prefer CtrlB over self-hosting Elastic or Loki?](https://ctrlb.ai/blogs/when-should-you-prefer-ctrlb-over-self-hosting-ela.md): In the landscape of log management solutions, the choices can seem endless, each with its own set of advantages and drawbacks. Among thes… (~1743 tokens)
- [Why archiving old data is a bad idea?](https://ctrlb.ai/blogs/why-archiving-cold-data-doesnt-work.md): Discover how CtrlB revolutionizes log data management, offering seamless querying of both hot and cold storage without compromising cost … (~1137 tokens)
- [Separating storage and compute - holy grail to cut down costs](https://ctrlb.ai/blogs/separating-storage-and-compute---holy-grail-to-cut.md): Discover how decoupling storage and compute in databases can slash costs and boost efficiency. Traditional setups, while efficient for sm… (~711 tokens)
- [hello world](https://ctrlb.ai/blogs/hello-world.md): hello world from Ctrlb (~116 tokens)
- [Why are legacy observability solutions so expensive?](https://ctrlb.ai/blogs/why-are-legacy-observability-solutions-so-expensiv.md): In the realm of modern system management, observability has emerged as a crucial concept, enabling organizations to gain deep insights in… (~437 tokens)

## Tags
- [Cost](https://ctrlb.ai/blogs/tag/Cost.md): Telemetry cost optimization, retention tradeoffs, and efficiency. (~75 tokens)
- [Data](https://ctrlb.ai/blogs/tag/Data.md): Observability data modeling, pipelines, and analytics patterns. (~297 tokens)
- [kubernetes](https://ctrlb.ai/blogs/tag/kubernetes.md): Kubernetes instrumentation, clusters, and telemetry for cloud-native workloads. (~83 tokens)
- [Observability](https://ctrlb.ai/blogs/tag/Observability.md): Observability strategy, pillars (logs/metrics/traces), and platform design. (~338 tokens)
- [simran](https://ctrlb.ai/blogs/tag/simran.md): Articles tagged “simran”. (~97 tokens)
- [Simran](https://ctrlb.ai/blogs/tag/Simran.md): Articles tagged “Simran”. (~118 tokens)
- [Storage](https://ctrlb.ai/blogs/tag/Storage.md): Articles tagged “Storage”. (~248 tokens)

## Authors
- [Adarsh Srivastava](https://ctrlb.ai/blogs/author/adarsh-srivastava.md): Co-Founder / CEO. Building CtrlB — an observability control plane for telemetry at scale. (~198 tokens)
- [Adarsh Srivastava](https://ctrlb.ai/blogs/author/adarsh-srivastava.md): Co-Founder / CEO. Building CtrlB — an observability control plane for telemetry at scale. (~287 tokens)
- [Pranav Rastogi](https://ctrlb.ai/blogs/author/pranav-rastogi.md): Chief Architect. Architecture and systems design across CtrlB’s data and query layers. (~96 tokens)
- [Pradyuman](https://ctrlb.ai/blogs/author/pradyuman.md): Senior Software Engineer. Engineering CtrlB’s ingestion, pipelines, and developer experience. (~271 tokens)
- [Balasubramanian P](https://ctrlb.ai/blogs/author/balasubramanian-p.md): Co-Founder / CTO. Technical leadership across infrastructure, reliability, and platform. (~101 tokens)

## Optional
- [Full corpus](https://ctrlb.ai/llms-full.txt): Concatenated Markdown for offline ingestion
- [RSS](https://ctrlb.ai/rss.xml): Article feed
- [Sitemap](https://ctrlb.ai/sitemap.xml): URL discovery