# Oodle AI Reviews **Vendor:** Oodle AI **Category:** [Cloud Infrastructure Monitoring Software](https://www.g2.com/categories/cloud-infrastructure-monitoring) **Average Rating:** 4.7/5.0 **Total Reviews:** 27 ## About Oodle AI Oodle AI is an AI-native observability platform that delivers enterprise-grade capabilities at open-source cost. Built for modern engineering teams, Oodle eliminates the complexity of managing multiple observability vendors while providing a Cursor-like debugging experience. Ask questions in plain English and get instant answers about your production systems. \*\*Enterprise Performance at Open-Source Cost\*\* Oodle delivers 60-70% cost savings compared to incumbent solutions like Datadog, while maintaining the reliability and scale enterprise teams require. The platform handles massive data volumes efficiently through intelligent indexing and storage optimization, ensuring teams never choose between comprehensive observability and budget constraints. Unified Observability, Simplified Engineering teams today struggle with fragmented tooling—separate systems for logs, metrics, and traces that create data silos and slow down incident response. Oodle brings everything together in one platform, enabling teams to correlate signals across their entire stack without switching between tools or manually piecing together information from disparate sources. \*\*AI-Native Debugging\*\* Unlike legacy observability platforms that bolt AI features onto existing architectures, Oodle was purpose-built with AI at its core. The platform offers dashboard-less debugging, where engineers can describe what they're looking for in natural language and receive instant, contextual answers. This intelligent assistance understands your infrastructure and guides you directly to root causes, dramatically reducing mean time to resolution. \*\*Built for Modern Infrastructure\*\* Oodle provides native support for Kubernetes, cloud-native architectures, and containerized workloads. The platform integrates seamlessly with existing toolchains through OpenTelemetry compatibility, PromQL support for metrics queries, and standard log ingestion protocols. Teams can migrate from existing solutions with minimal friction, often completing transitions in days rather than weeks. \*\*Key Capabilities\*\* Real-time log aggregation and search delivers sub-second query performance across petabytes of data. Metrics collection supports custom dashboards alongside AI-generated insights. Distributed tracing provides end-to-end visibility into request flows across microservices. Intelligent alerting reduces noise through automated correlation and anomaly detection. \*\*Trusted by Engineering Teams\*\* Companies across industries rely on Oodle to monitor production systems. Customers consistently highlight the platform's ease of use, rapid time-to-value, and responsive support as key differentiators. Migration experiences are smooth, with dedicated assistance ensuring teams achieve full observability within their first week. \*\*Why Teams Choose Oodle\*\* Engineering organizations select Oodle when they want powerful observability without the complexity and cost of traditional enterprise tools. The platform is ideal for teams scaling infrastructure, consolidating multiple monitoring solutions, or seeking smarter debugging capabilities. With Oodle, engineers spend less time navigating dashboards and more time building products. Oodle AI represents the next generation of observability—intelligent, unified, and cost-effective. ## Oodle AI Pros & Cons **What users like:** - Users commend the **excellent customer support** of Oodle AI, which enhances their overall experience and productivity. (2 reviews) - Users praise the **superior debugging experience** Oodle AI offers, significantly reducing frustration and saving valuable time. (2 reviews) - Users find Oodle AI's **ease of use** remarkable, streamlining debugging and improving overall efficiency. (2 reviews) - Users value Oodle AI for its **cost optimization** , dramatically reducing expenses while enhancing debugging efficiency. (1 reviews) - Users value the **AI-driven user interface** for enhancing dashboard creation and efficient issue debugging. (1 reviews) - Easy Setup (1 reviews) - Helpful (1 reviews) - Installation Ease (1 reviews) - Time-saving (1 reviews) - UI (1 reviews) ## Oodle AI Reviews ### 1. Efficient Incident Debugging with AI-Driven Observability **Rating:** 5.0/5.0 stars **Reviewed by:** Nishant C. | Senior Devops Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** April 18, 2026 **What do you like best about Oodle AI?** Oodle stands out for how well it brings logs, metrics, and alerts together in a single, developer-friendly interface. Rather than bouncing between multiple tools, I can correlate signals in one place, which has noticeably improved our debugging and incident response workflow. The integrated AI is genuinely useful. It doesn’t just surface anomalies—it also helps interpret what they mean and suggests possible root causes. That saves a lot of time compared with manually digging through raw logs and metrics. I’ve also found the MCP integration to be powerful for querying observability data and automating related workflows, which makes repetitive tasks much easier. From a UI/UX perspective, the product feels clean and intuitive, and performance has been reliable even with high data volumes. On top of that, onboarding is quick, and the overall efficiency gains make it feel like a strong ROI for engineering teams. **What do you dislike about Oodle AI?** As the platform continues to evolve, it would be helpful to have more detailed documentation and practical examples for some of the newer AI and MCP capabilities, so developers can better understand them and fully leverage the platform’s potential. **What problems is Oodle AI solving and how is that benefiting you?** Oodle AI addresses the problem of fragmented observability by bringing logs, metrics, and alerts into a single, AI-driven workflow. Previously, debugging meant jumping between multiple tools and manually correlating data, which was both time-consuming and inefficient. With Oodle, the integrated AI helps me quickly spot anomalies, correlate signals, and suggest likely root causes, which has significantly reduced our mean time to resolution (MTTR). As a result, our incident response has improved, and overall system reliability has benefited as well. It also cuts down the manual effort involved in querying and analyzing data through MCP and its automation capabilities, so I can spend more time fixing issues instead of just investigating them. Overall, it has streamlined our debugging process and boosted developer productivity. **Official Response from Oodle Team:** > Thanks for the in-depth review, Nishant! At Oodle we have been using Oodle AI agent as our daily driver, so your observations resonate a lot. Do let us know how we can make it even more powerful! We have got good news for you on the docs front too: for quick bite-sized videos we have launched Oodle University (https://www.oodle.ai/resources/university), and we're continuously making the inbuilt AI more and more knowledgeable about all Oodle's own capabilities, so the AI can also help in explaining new features. ### 2. Reliable, cost-efficient observability platform that just works **Rating:** 5.0/5.0 stars **Reviewed by:** Madhur S. | Senior DevOps Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** April 13, 2026 **What do you like best about Oodle AI?** Oodle helped us consolidate logs, metrics, and traces into a single managed platform, replacing multiple tools and significantly reducing operational overhead. The biggest win for us has been performance: dashboards and long-range queries that used to lag are now consistently fast. On top of that, we’ve seen ~3x cost savings compared to our previous setup, which has made a noticeable difference at scale. The platform has also been extremely reliable for us over the past 1.5+ years. **What do you dislike about Oodle AI?** I don’t have much to complain about when it comes to stability or performance. If anything, since it’s a relatively newer platform, some of the more advanced features and broader ecosystem integrations still feel like they’re evolving compared with more mature incumbents. Even so, the core functionality has been reliable and solid for our use case. **What problems is Oodle AI solving and how is that benefiting you?** Before Oodle, we were juggling multiple observability tools (including self-hosted Prometheus and others), which created operational complexity and drove up costs. Oodle streamlined this by offering a unified, fully managed solution that removed infrastructure overhead and reduced tool sprawl. As a result, we’ve seen faster debugging and incident resolution thanks to quicker queries and easier access to the data we need. We’ve also achieved significant cost optimization, with our observability spend dropping to about one-third of what it was. On top of that, reliability has improved, and we haven’t had any downtime concerns so far. Overall, Oodle helps the team spend more time on engineering problems and less time maintaining observability infrastructure. **Official Response from Oodle Team:** > Wow, these are glowing words, thanks Madhur! It is awesome to see tool-consolidation, cost-effectiveness, and faster incident resolution all play out in such a harmony in your setup :) ### 3. AI-First Observability That Unifies Logs, Metrics, and Traces **Rating:** 5.0/5.0 stars **Reviewed by:** santosh r. | Lead Android Developer , Mid-Market (51-1000 emp.) **Reviewed Date:** April 08, 2026 **What do you like best about Oodle AI?** Oodle AI stands out for its AI-first approach to observability, particularly in the way it correlates logs, metrics, and traces to surface meaningful insights. This noticeably reduces the effort involved in production debugging and helps teams pinpoint issues more quickly. Having everything in a unified platform also streamlines the overall observability stack by cutting down the need to rely on multiple tools. OpenTelemetry support is another clear strength, making integration with existing systems smooth and efficient. **What do you dislike about Oodle AI?** The AI-driven insights are powerful, but more transparency around how those insights are generated would help build trust, especially during critical incidents. I’d also appreciate greater flexibility for manual, deep-dive analysis alongside the AI recommendations, as that would make the overall experience better for advanced users. **What problems is Oodle AI solving and how is that benefiting you?** Oodle AI effectively addresses the challenge of fragmented observability by bringing logs, metrics, and traces into a single platform. It reduces the time spent on identifying root causes and improves overall incident response efficiency. This helps engineering teams focus more on resolving issues rather than spending time navigating multiple tools. ### 4. Robust Analytics and Logging, but Search Can Be Unreliable **Rating:** 3.5/5.0 stars **Reviewed by:** Aparna . | Software Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** March 31, 2026 **What do you like best about Oodle AI?** I’ve had a great experience using Oodle, especially when it comes to monitoring and analyzing service performance. The platform offers a wide range of analytics and customizable dashboards that make it easy to visualize key metrics and gain meaningful insights. One of the standout aspects for me is its robust logging capability. It provides the level of detail needed to effectively track, debug, and troubleshoot issues across services. This has been extremely valuable in identifying root causes and improving overall system reliability. The user interface is clean, intuitive, and very easy to navigate. I was able to quickly set up multiple dashboards tailored to different services and seamlessly correlate data when investigating issues. Additionally, during one of our setup challenges, the Oodle team proactively reached out and guided me through the process. Their support was prompt and helpful, which made a big difference in resolving the issue efficiently. Overall, Oodle strikes a great balance between powerful functionality and user-friendly design, making it a reliable tool for service monitoring and performance analysis. **What do you dislike about Oodle AI?** One area where Oodle could improve is its search functionality. At times, it doesn’t work as expected, making it difficult to quickly find specific logs or data points. Enhancing the accuracy and reliability of search would significantly improve the overall user experience. **What problems is Oodle AI solving and how is that benefiting you?** Oodle AI addresses key challenges around log monitoring and service observability. Previously, we were using Amazon CloudWatch, where navigating and analyzing logs was often cumbersome. The interface was not very intuitive, especially for new developers, making it harder to quickly debug issues or gain insights. With Oodle, these challenges are significantly reduced. The platform provides a much more user-friendly interface along with powerful search, logging, and dashboard capabilities. This has made it easier for the team to access relevant information, troubleshoot issues faster, and improve overall productivity—particularly for onboarding new developers. **Official Response from Oodle Team:** > Thanks for the thoughtful review! Really glad to hear Oodle has been helping your team with service monitoring, faster debugging, and easier onboarding for new developers. It means a lot that you called out your experience with our team as well. We care deeply about being responsive and providing excellent support. On search, thank you for the candid feedback. We have shipped multiple improvements recently to make search faster and more reliable, especially over larger time ranges. We'd love to hear your feedback on the recent updates. ### 5. AI Summaries Save Time—No More Digging Through Logs **Rating:** 4.5/5.0 stars **Reviewed by:** Aditya P. | Senior Software Engineer 2, Mid-Market (51-1000 emp.) **Reviewed Date:** March 29, 2026 **What do you like best about Oodle AI?** I’ve been using Oodle for some time. Beyond the core problems it helps solve, I’ve especially been liking the AI summary feature lately. It means I don’t have to dig through all the logs just to pinpoint the problem. **What do you dislike about Oodle AI?** A little bit on the UI part, can be made better, and also things can be made more intuitive, eg, the filters are great, but the search bar isn’t very intuitive, and it’s not immediately clear how you’re supposed to use it. I’d also love an “expand all” button that opens all the logs currently visible on the screen, instead of having to click each one individually when I’m trying to find something in the raw log. As it stands, the only other option is to add a filter, but that’s a multi-step process right now. **What problems is Oodle AI solving and how is that benefiting you?** Apart from helping us setup proper alters with integrations like pagerduty and the newer ones like incident.io, the biggest problem it solves for me is visibility, having logs from all services collected in one place. I also recently heard that the MCP server with Claude is now available. I haven’t tried it yet, but if it works the way I’m expecting, it should significantly reduce debugging time and provide much better analysis than what we can do manually, which would ultimately save a lot of time and effort. **Official Response from Oodle Team:** > Thanks Aditya for your feedback. We have made improvements in Logs search bar to show example queries and also auto-complete for the queries as users type. This should help with improved usability. ### 6. Oodle AI Unifies Cloud Logs with Ease **Rating:** 4.5/5.0 stars **Reviewed by:** Aniket K. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 14, 2026 **What do you like best about Oodle AI?** I use Oodle AI for observability across all the clouds, which includes tracing, logging, metrics, and alerts. I love that Oodle AI acts as a single point where I can see all logs from all customers, which means I don't worry about logging into different platforms or cloud providers. It provides a unified interface where I can see traces and log in, and it has some cool AI features. The dashboards in Oodle AI are very good, and I can build one in less time. I can set up alerts on these dashboards, and observe how my infrastructure and features are performing. The trace section is very detailed, especially when compared to CloudWatch. Also, the initial setup of Oodle AI was very easy, as I didn't have to change my code much and migrating existing data was simple. **What do you dislike about Oodle AI?** When we search logs using terms over a large time range, the query is slow and sometimes errors out. Though this does not happen very frequently. We cannot use database query page in Oodle as the browser freezes and we are unable to continue. Giving ability to run some queries on top of data would be very useful than having a list page. **What problems is Oodle AI solving and how is that benefiting you?** I use Oodle AI as a single point for observability, replacing separate tools like CloudWatch and Google Cloud Logging. It unifies logs, traces, and metrics across clouds, simplifying our workflow. **Official Response from Oodle Team:** > Thanks for the kind words Aniket! Glad to see you don't need to juggle multiple tools anymore. If you ever find yourself needing to consult CloudWatch or Google Cloud Logging, just drop us a line! By the way, we have fixed the UI speed issues with the database queries page, do give it another go :) ### 7. Streamlined Observability for AI worklods with exceptional support **Rating:** 5.0/5.0 stars **Reviewed by:** Suman V. | CTO, Computer Software, Small-Business (50 or fewer emp.) **Reviewed Date:** April 22, 2026 **What do you like best about Oodle AI?** We have seen close to 50% reduction in our observability costs after moving to Oodle AI, which is already a big win. But what stands out even more is how well Oodle suports our growing AI-driven workloads. As we have started relying more on AI agents, the volume of logs and telemetry has increased significantly. Oodle AI handles this seamlessly. We can log far more data without worrying about cost or performance, which directly helps us improve our AI systems faster. **What do you dislike about Oodle AI?** They are young and fast moving company, so things do ocasionally break as they ship quickly. That said, they are extremely responsive. Most issues are acknowledged and addressed within minutes over slack. **What problems is Oodle AI solving and how is that benefiting you?** Oodle AI reduces our observability costs by at least 50%, simplifies tool complexity, and enables all engineers to handle debugging. We can also log high-volume data from our AI agent and it centralizes logs and metrics, improves collaboration, and allows us to focus on building our product without worrying about observability. **Official Response from Oodle Team:** > Thanks for the glowing review Suman! Great to see you using Oodle in an AI-forward, AI-first way. We strongly believe that AI agents are going to need more and more telemetry, and our storage and query engines are built from the ground up, taking the massive scales into account. ### 8. Streamlined Metrics and Alert Management with Minor Hiccups **Rating:** 5.0/5.0 stars **Reviewed by:** Thomas N. | Small-Business (50 or fewer emp.) **Reviewed Date:** April 17, 2026 **What do you like best about Oodle AI?** I use Oodle AI primarily to view metrics of applications and manage alerting. I find that the UI makes it easy to view all the different clusters and environments with just a single click. Creating and editing new dashboards and alerts is simple, with few difficulties. The integration with PagerDuty is great; I can quickly click on the Oodle link to view metrics without having to manually check each environment. I like how easy Oodle AI is to use. I can create individual panes for dashboards with any query easily, and the same simplicity applies to alerting. Different integrations, like those with PagerDuty and OpenTelemetry, are straightforward and just require an API key. There's a lot of flexibility in how I can implement my tasks, and it’s generally easy no matter what I want to do. **What do you dislike about Oodle AI?** Oodle AI can be very slow. Sometimes it takes a while for things to load, and scrolling can feel very sluggish. Another small complaint is with the PagerDuty integration; even though there's a separate warning and critical, the warning alerts as a critical. So to get around that, I had to make different notifiers for each, which is not the end of the world but it can be better. **What problems is Oodle AI solving and how is that benefiting you?** I use Oodle AI to easily view application metrics and manage alerts. It simplifies data viewing and integrates with PagerDuty, making monitoring seamless and reducing manual checks. The intuitive UI makes creating dashboards and alerts straightforward with minimal effort. **Official Response from Oodle Team:** > Wow, thanks Thomas! Every second of yours that is saved because of Oodle's streamlined interface, is a moment of pride for us. It's great to see you've found the comprehensive Kubernetes monitoring useful: we have put in a lot of love and care into it :) For the UI: we build on top of the open source Grafana and OpenSearch UIs. Over the course of last month, we have put in quite a few optimizations improving speed significantly. Do let us know about your experience with the updates! 🎁 Also, we have integrated the PagerDuty Events v2 API, which correctly assigns severity to alerts. Do give it a go! https://docs.oodle.ai/alerts/notifiers#events-api-v2-recommended ### 9. Oodle's AI features make it our go-to Observability Platform at WisdomAI **Rating:** 5.0/5.0 stars **Reviewed by:** Tanish L. | Software Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** January 28, 2026 **What do you like best about Oodle AI?** We at WisdomAI use Oodle as our observability platform. Using Oodle has been amazing. We used to use Cloudwatch and GCP logs explorer and we hated using it. Once we started using Oodle, we knew there was no going back - it is very simple and easy to use. I personally use Oodle's MCP server a lot. It is a game changer. I don't need to manually add filters and look at logs, understand them, and then root cause the issue - I let Cursor do it for me. The tools in the MCP server are very intuitive as well, so any agent can easily use it without needing to add much context. The engineering time at Oodle is second to none. Most bugs reported get resolved within a few hours. The setup was simple as well - it didn't take us more than a day to get going and once we used it, we didn't take more than a week to take a decision. I would highly recommend giving Oodle a shot. **What do you dislike about Oodle AI?** To be honest, none! It's great and I haven't had a lot of problems using it. **What problems is Oodle AI solving and how is that benefiting you?** 1. Single stop solution for all telemetry signals - we use Oodle for logs, metrics, traces, database monitoring, and alerting. 2. Oodle Copilot - learning and using PromQL is a pain, but Oodle's assistant acts as a copilot on the page that we are on and can take actions on our behalf. I just prompt it to create a dashboard containing these panels and it just works. It is magical. 3. cmd+k palette - If I am looking at logs for example and I need to show/hide some field for every log, or add a filter - I don't need to do that manually, I just press cmd+k and type it there and everything just works - it's so seamless. **Official Response from Oodle Team:** > Thanks Tanish! We deeply appreciate the effusive words that don't hold back on concrete details! 🎁 Over the last couple of months, every feature that you love, has gotten even better: AI assistant can now be extended with custom as well as auto-learned skills. Your agents now have an option between Oodle MCP and Oodle CLI, and last but not the least, all dashboards are now at your fingertips: just one cmd+k away! ### 10. Efficient Debugging and Insightful Metrics, Needs UI Polish **Rating:** 4.5/5.0 stars **Reviewed by:** Preeti T. | Software Engineer, Financial Services, Mid-Market (51-1000 emp.) **Reviewed Date:** April 08, 2026 **What do you like best about Oodle AI?** I use Oodle AI for db monitoring, logs for info, errors or any breakage in the code, also for metrics and analytics. Whenever there is any issue, I come to Oodle for the backtrace and the files where exactly it caused the issue and what time. Oodle helps debug issues quicker via tags and its breakup for the logs. Debugging a production issue via user details helps in finding the logs very quickly and by backtracing and checking the impacted areas. We switched to Oodle for better performance and detailed information with metrics. The initial setup was quicker with the tour guide. **What do you dislike about Oodle AI?** Oodle AI's UI or the frontend view could be more good and interesting. **What problems is Oodle AI solving and how is that benefiting you?** I use Oodle AI for database monitoring and log analysis to solve issues quickly with tags. It offers better performance and detailed metrics, helping backtrace errors efficiently. Debugging is faster, aiding quick resolution of production issues. **Official Response from Oodle Team:** > Thanks for the detailed review! It's awesome to hear that Oodle has become your go to for debugging production issues. The workflow you described is precisely the kind of fast resolution we want every team to have. On the UI front, we've been investing heavily in making the experience more polished. We've shipped quite a few improvements over the last few months and have more in the pipeline. We'd love to hear your thoughts on the recent updates. Do let us know what specifically you'd like to see improved! ### 11. Seamless Integration, Needs UI Improvements **Rating:** 4.0/5.0 stars **Reviewed by:** Aneesh A. | Small-Business (50 or fewer emp.) **Reviewed Date:** April 07, 2026 **What do you like best about Oodle AI?** I use Oodle AI mainly for ingesting logs from my software stack and querying them to monitor system health and handle issues. It works seamlessly with our AI tools like Claude code and Cursor, making integration easy and cost-effective. What I like most is the ease of integration with Claude code, as I don't need to learn another query language; I can explain what I need in natural language and let Oodle AI handle the rest. Setting up infrastructure through Claude is smooth, like setting up dashboards or configuring metrics for visualizations. **What do you dislike about Oodle AI?** The UI itself can feel very sluggish at certain points, and the UX is a bit inconsistent in some places. For example, I often find that while configuring filters for a query, the query starts before I really intended, and there's no way for me to stop the query until it's done. It can also slow down when viewing a broad query over a wide time range. An explicit play/stop button when running queries would be helpful. Also, there are improvements needed to the log pipeline - for example, there's no obvious way in the UI to edit the execution order of steps in the pipeline. **What problems is Oodle AI solving and how is that benefiting you?** I use Oodle AI for ingesting logs and metrics, enabling seamless integration with AI tools, which makes observing system health and resolving issues easy. It's cost-efficient and I like that I can use natural language for queries, simplifying the process significantly. **Official Response from Oodle Team:** > Hey Aneesh, great to see the sunshine and rainbows that Oodle brings to your Claudy days! We ourselves use the English-to-PromQL heavily, and love it, awesome to see you do too. 🎁 So many goodies for you over the last month: Logs UI now lets you stop and cancel an in-flight query. Log-pipeline steps can now be re-ordered with drag-and-drop in the UI. We have put in multiple performance improvements in the logs UI, making it snappier, do give it a whirl :) ### 12. Simplifies Debugging with Stellar Support **Rating:** 5.0/5.0 stars **Reviewed by:** Himanshu S. | Small-Business (50 or fewer emp.) **Reviewed Date:** April 03, 2026 **What do you like best about Oodle AI?** I love using Oodle AI for observability and monitoring as it consolidates logging and metrics into one place, making debugging faster and alerting better. The AI assistant makes everything easier and faster, and even our new junior developers can debug things easily. The dashboards provide quick insights into how everything is running in our ecosystem. The support from the Oodle team is amazing; their responses are so quick and helpful that they feel like our own team members. The initial setup was very smooth, with just one engineer taking a couple of hours to switch to Oodle. The capability to gather logs and metrics from various platforms and the reduction in costs were key factors in choosing Oodle AI over AWS Cloudwatch. **What do you dislike about Oodle AI?** Minor UI enhancements are needed, like 'Expand All' for the logs. Sometimes the search syntax in log's view is not that intuitive. **What problems is Oodle AI solving and how is that benefiting you?** I use Oodle AI for consolidated logging and metrics, speeding up debugging and improving alerting. It pinpoints issues faster, making debugging easy for even junior developers. **Official Response from Oodle Team:** > Thanks Himanshu for the kind words, glad to see that Oodle helps you debug issues faster. As discussed with you, we have improved Logs search bar to have example queries to make it easier for new users. ### 13. Reliable, Scalable and Cost Effective All In One Observability Solution **Rating:** 4.5/5.0 stars **Reviewed by:** Arijit B. | Co-Founder, Small-Business (50 or fewer emp.) **Reviewed Date:** April 03, 2026 **What do you like best about Oodle AI?** We found Oodle AI super easy to get started, and it's reliable and cheap too. The documentation is easy to consume, which allowed our agents to build CLIs and alerts on top of it quite easily. It's great that it scales with our load without issues and handles sudden large spikes in our data pipeline effortlessly, just working out of the box. The customer service has been very proactive - the team responds immediately to any questions and the install was pretty smooth even considering our GKE Autopilot runtime was not officially supported at the time. The team was able to get it working in a few hours! **What do you dislike about Oodle AI?** It would be great if Oodle AI could connect to my CI/CD, GitHub, and Slack to become our production SRE and help resolve on-call incidents. **What problems is Oodle AI solving and how is that benefiting you?** We use Oodle AI as a unified observability backend for logs and metrics, which also powers our production alerting via integrations with PagerDuty and Slack. **Official Response from Oodle Team:** > Thanks for the review, Arijit! We had tweaked our "Customer Satisfaction" priority to "Customer and their Agent's Satisfaction" super early on. It is so cool to see it playing out well for you. Waiting for the day your agent directly starts sending feature requests our way 🤞🏼 ### 14. From Fragmented Monitoring to Unified Intelligence with Oodle AI **Rating:** 5.0/5.0 stars **Reviewed by:** Lokesh . | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** March 31, 2026 **What do you like best about Oodle AI?** What stands out about Oodle AI is how effortlessly it connects the dots across our entire system. We use it frequently because it surfaces clear, actionable insights in one place, significantly reducing the time spent debugging. The implementation and integration were smooth and straightforward, and their customer support has been responsive and reliable whenever needed. Overall, it has made issue resolution far more efficient compared to CloudWatch and OpenSearch. **What do you dislike about Oodle AI?** A minor downside is that the initial learning curve can be a bit steep for new users, especially when exploring all the advanced features. While the core setup is straightforward, getting the most out of the platform takes some time. That said, with continued use and the help of their responsive support team, it becomes much easier to navigate and fully leverage its capabilities. **What problems is Oodle AI solving and how is that benefiting you?** Oodle AI solves the challenge of fragmented observability by bringing logs, metrics, and service dependencies into a single, intelligent view. It helps us quickly identify issues, understand root causes, and see how problems impact other services without switching between multiple tools. This has significantly reduced our debugging time, improved system reliability, and enabled our team to respond to incidents faster and more efficiently. **Official Response from Oodle Team:** > We're proud to have earned a place in your workflow, Lokesh! Glad to see our streamlined integration, and unifying approach to observability saving you precious time every day. New members on your team may find https://www.oodle.ai/resources/university particularly useful, we've seen it significantly accelerate familiarization time. ### 15. Simplified Observability with Seamless Integration **Rating:** 5.0/5.0 stars **Reviewed by:** Vidit J. | Small-Business (50 or fewer emp.) **Reviewed Date:** March 24, 2026 **What do you like best about Oodle AI?** I use Oodle AI to access logs of customer sessions, monitor background jobs, and check metrics. As an ML engineer, I love that it enables me to self-serve on observability without needing infra expertise, which is way simpler than using raw AWS or GCP tools. The MCP integration is what I love most because it allows my AI coding agent to pull logs, metrics, and traces directly through Oodle AI, making debugging way faster without constant context-switching between tools. I also enjoy the yellow markers for flagging suspicious log lines, the fast search, and the easy-to-use interface. **What do you dislike about Oodle AI?** Narrowing down a time frame or filtering on a specific column takes too many clicks. When I'm mid-investigation and need to scope down results quickly, the friction adds up. **What problems is Oodle AI solving and how is that benefiting you?** I use Oodle AI for easy observability without infra expertise, simplifying monitoring with fast search and yellow markers on logs. The MCP integration accelerates debugging by pulling logs and metrics directly, reducing tool switching. **Official Response from Oodle Team:** > Thanks for the kind words, Vidit. We love how Oodle MCP has become the central part of your workflow, making everything streamlined. We want to keep our users happy, and that includes their AI agents. Pumped to see it working that way! 🎁 We have revamped the stock time-picker from OpenSearch, so now you can manipulate the timeframes with a couple of clicks, just the way you expected. Let us know how you like it :) ### 16. Fast Setup, Intuitive AI Dashboards **Rating:** 5.0/5.0 stars **Reviewed by:** Aryan G. | Small-Business (50 or fewer emp.) **Reviewed Date:** April 06, 2026 **What do you like best about Oodle AI?** I really find Oodle AI useful for investigating and debugging failures using logs, metrics, and traces. The MCP server makes this process very easy via coding agents, and it's also cheaper and very fast, which is amazing. I appreciate the AI-generated dashboards because they help me avoid learning languages like PromQL, which is a big help. The Slack integration is impressive, and the setup was super quick with the help of the Oodle team. The integration was straightforward with an OpenTelemetry exporter. Overall, I'm very impressed with the platform. **What do you dislike about Oodle AI?** I would ideally like to use it even for the on-prem customers. **What problems is Oodle AI solving and how is that benefiting you?** I use Oodle AI for investigating failures with logs, metrics, and traces. It simplifies coding investigations via MCP server, avoids learning PromQL with AI dashboards, and integrates well with Slack. It replaced AWS Cloudwatch, making log searches across accounts easier. **Official Response from Oodle Team:** > Thanks Aryan! It is lovely to see all-around usage and appreciation of Oodle features. We find ourselves always reaching for the AI assistant, given how good it has gotten at PromQL. Do let us know how we could keep your Claude even happier! 🎁 For on-prem deployments, check out our BYOC offering: https://www.oodle.ai/product/byoc ### 17. Fast Root-Cause Insights with Focused Log Visibility and Alerting **Rating:** 5.0/5.0 stars **Reviewed by:** Adarsh J. | Staff Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** April 17, 2026 **What do you like best about Oodle AI?** What I like most about Oodle AI is how quickly it helps me get to the root of issues. The log visibility and alerting feel more focused, which makes day-to-day monitoring a lot more efficient. **What do you dislike about Oodle AI?** At times, navigating large volumes of logs can feel a bit slow or less responsive than expected. **What problems is Oodle AI solving and how is that benefiting you?** Oodle AI helps cut through the noise in logs and makes it easier to identify real issues quickly. This has reduced the time I spend debugging and improved how fast I can respond to incidents. **Official Response from Oodle Team:** > Great to see the reduction in your time-to-root-cause, Adarsh. Making that easy and seamless is the root-cause of our existence! We strive for focus and clarity in our CLIs, APIs, and user interfaces. It is awesome to see that directly getting translated into efficiency and time savings for you! For the Logs UI we use the open source OpenSearch project. Over the last month we have added many performance optimizations on top of that UI to make it snappy. Do give it a go, and let us know :) ### 18. Boosting Debugging Efficiency with Smart Log Analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Sabareeswaran C. | Software Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** April 08, 2026 **What do you like best about Oodle AI?** It helped me quickly analyze logs without manually digging through large files. I could identify errors, patterns, and issues faster just by asking simple questions. It significantly reduced debugging time and made troubleshooting much easier. Overall, it improved my efficiency in handling logs and resolving problems quickly. **What do you dislike about Oodle AI?** Oodle AI can sometimes misinterpret log context, depend heavily on log quality, and provide generic insights that still need manual verification. **What problems is Oodle AI solving and how is that benefiting you?** Oodle AI helps me quickly identify issues in logs, reduce debugging time, and improve system reliability by catching errors and patterns early. **Official Response from Oodle Team:** > Great to see improvements in your debugging experience, Sabareeswaran. Your efficiency is our happiness :) We've armed our AI assistant with more fine-grained tools for querying and analyzing logs, while still managing the context window efficiently. It is much smarter now in understanding context around the logs. Give it a whirl, and let us know! ### 19. Effortless Monitoring with Insightful Analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Harshvardhan . | Small-Business (50 or fewer emp.) **Reviewed Date:** April 09, 2026 **What do you like best about Oodle AI?** I really appreciate Oodle AI for providing great insights and good logging visibility. It offers an in-depth analysis of issues, helping us debug quickly. The easy-to-use UI and their helpful AI assistant are standout features for me. I like that the AI assistant isn't just a chatbot but can actually take actions and build workflows, like helping me build dashboards on the fly. The initial setup was easy and their team was very helpful. **What do you dislike about Oodle AI?** No pyroscope **What problems is Oodle AI solving and how is that benefiting you?** Oodle AI provides great insights, good logging visibility, and in-depth analysis for fast debugging. The AI assistant takes actions and builds workflows, like creating dashboards on the fly. The easy-to-use UI and helpful AI assistant make it efficient and effective. **Official Response from Oodle Team:** > We deeply appreciate the kind words, Harshvardhan! It is great to see our powerful AI assistant bringing delight into your Oodle usage. Also, we're now pyroscope-compatible! https://docs.oodle.ai/integrations/profiling/pyroscope 🎁 ### 20. Oodle: Full-Featured O11y at the Right Price **Rating:** 4.5/5.0 stars **Reviewed by:** Olaf S. | Consultant, Business Consulting, Small-Business (50 or fewer emp.) **Reviewed Date:** May 26, 2026 **What do you like best about Oodle AI?** Oodle is a full featured O11y platform for the right price point. Native OTEL and AI features are great. **What do you dislike about Oodle AI?** Only feature I am missing is parsing at runtime. **What problems is Oodle AI solving and how is that benefiting you?** Oodle is our O11y stack, helps monitor and troubleshoot our hybrid SaaS platform. Most functions at Bedrock use oodle one way or another. **Official Response from Oodle Team:** > Thanks for the kind words! Great to see Oodle powering observability across Bedrock. On parsing data at runtime, it's on our roadmap! We'll keep you posted as it progresses. ### 21. Modern Observability with a Clean UI and Easy Debugging via MCP **Rating:** 4.5/5.0 stars **Reviewed by:** Harshit K. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** March 25, 2026 **What do you like best about Oodle AI?** Oodle is the modern day Observability platform, which provides a clean UI to browse through logs. It also offers a rich MCP that connects with Cursor and makes debugging very easy. **What do you dislike about Oodle AI?** The product can be difficult for new users to onboard with, and the initial learning curve may feel a bit steep. **What problems is Oodle AI solving and how is that benefiting you?** Oodle is helping us access the production logs of customers instantly. The MCP connection with various coding tools enables the tool to automatically query logs and debug **Official Response from Oodle Team:** > Great to see Oodle MCP making you productive, Harshit! Do check out https://www.oodle.ai/resources/university to share with your new teammates :) ### 22. Saves Time and Speeds Up Production Issue Resolution **Rating:** 5.0/5.0 stars **Reviewed by:** Phani K. | Senior iOS Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** April 08, 2026 **What do you like best about Oodle AI?** It saves me a lot of time when checking logs, which makes it easier to identify and fix production issues. **What do you dislike about Oodle AI?** The log search filter time could be improved so that I can check results a bit faster. **What problems is Oodle AI solving and how is that benefiting you?** As a mobile application developer, this saves me a lot of time when debugging specific issues, whether the failure is on the frontend or in a backend API. **Official Response from Oodle Team:** > Thanks for the review! It is great to hear that Oodle is helping you debug faster across frontend and backend issues. Regarding logs performance, we have shipped multiple performance improvements over the last month, especially for larger time ranges, and queries should now feel much faster. We would love your feedback on how these recent updates are performing for you and your team. ### 23. Convenient and Efficient Log Management with Room for UI Improvement **Rating:** 4.5/5.0 stars **Reviewed by:** Nisarg B. | Small-Business (50 or fewer emp.) **Reviewed Date:** April 03, 2026 **What do you like best about Oodle AI?** I find the convenience of Oodle AI really adds value to my work, as it reduces the fatigue of observability and significantly cuts down the time it takes to fix a bug. I also appreciate the tool's ability to perform quick log searching at scale, with good filters and dashboards. Plus, Oodle MCP is awesome because it integrates right into my Cursor seamlessly. **What do you dislike about Oodle AI?** UI can be better. Readability (especially logs) can improve **What problems is Oodle AI solving and how is that benefiting you?** I use Oodle AI for quick log searching at scale with good filters and dashboards. It reduces the fatigue of observability and decreases the time to fix bugs very quickly. **Official Response from Oodle Team:** > Thanks for the kind words Nisarg! It is great to hear that Oodle is helping in improving MTTR for you. We love how Oodle MCP has become the central part of your workflow, making everything streamlined. We want to keep our users happy, and that includes their AI agents. Pumped to see it working that way! On the readability of logs, the line wrapping issues you faced couple of times has been fixed. We have shipped multiple improvements recently to make search even more faster, especially over larger time ranges. We'd love to hear your feedback on the recent updates. ### 24. Proper Logging and Custom Dashboards That Fit My Needs. **Rating:** 4.0/5.0 stars **Reviewed by:** Avinash K. | Senior Backend Developer, Small-Business (50 or fewer emp.) **Reviewed Date:** April 17, 2026 **What do you like best about Oodle AI?** It has proper logging as per service and we can create our own dashboards as per the need. **What do you dislike about Oodle AI?** Nothing for now, all felt good only, will put review if found anything. **What problems is Oodle AI solving and how is that benefiting you?** It's similar to claude **Official Response from Oodle Team:** > Thanks for reviewing us Avinash! It is nice to see you making full use of our log-pipeline customization capabilities :) ### 25. Easy to use, super-responsive team, and supercharges debugging experience **Rating:** 5.0/5.0 stars **Reviewed by:** Anuj M. | Founding Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** February 16, 2026 **What do you like best about Oodle AI?** Ease of use, very responsive team, cost-efficient and supercharges our debugging experience, saving engineers hours and a lot of frustration. **What do you dislike about Oodle AI?** The product is still in its early stages and has a few bugs here and there, but the team is super fast at fixing them whenever they’re reported. **What problems is Oodle AI solving and how is that benefiting you?** Centralized cost-efficient observability across multiple clusters across AWS, Azure and GCP **Official Response from Oodle Team:** > Thanks for the review, Anuj. Always a pleasure to save you money while boosting your productivity! Nice to see you no longer need to hop between cloud-provider-specific tools. We also love the way you and your team collaborates with us on Slack, that results in the "report a bug, see it being fixed the same day" magic you mention! ✨ ### 26. Oodle Makes Rapid Bug Detection and Cross-Service Correlation Effortless. **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Financial Services | Small-Business (50 or fewer emp.) **Reviewed Date:** April 08, 2026 **What do you like best about Oodle AI?** Oodle enables rapid bug detection and seamlessly correlates issues across services, making it much easier for our development team to identify and resolve problems. This marks a significant improvement over CloudWatch and OpenSearch. **What do you dislike about Oodle AI?** However, for new users, it can feel a bit complex initially. **What problems is Oodle AI solving and how is that benefiting you?** Log search is much faster than our AWS OpenSearch, and built-in alerting and RBAC features are exactly what we needed **Official Response from Oodle Team:** > We're thrilled to see your team's velocity improve! If you ever find yourself reaching for CloudWatch, let us know, we aim to make that "ever" into "never" :) By the way, new folks on your team may find Oodle University (https://www.oodle.ai/resources/university) useful. ### 27. Smart AI Integrated Telemetry That Makes Debugging and Dashboarding Effortless **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.) **Reviewed Date:** February 11, 2026 **What do you like best about Oodle AI?** The team and their support are excellent, and I really like the AI-based UI. It lets me debug issues, generate post-mortems, and build dashboards using plain English. **What do you dislike about Oodle AI?** Nothing so much, so far the experience around onboarding and usage has been pretty seamless. **What problems is Oodle AI solving and how is that benefiting you?** Making telemetry smart, cheap, and accessible, without paying huge bills in software costs and developer time. **Official Response from Oodle Team:** > We're stoked to see the AI assistant being a central part of your debugging workflow! 🎁 Now it lets you upload custom skills, and also auto-learns skills based on ongoing issues. 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