- Runtime calculated fields are incredible. Unlike Datadog (where calculated fields must be defined at ingestion time), Sumo Logic lets you define them on the fly. This is a massive productivity boost when you’re iterating on queries or exploring new log patterns.

- Outstanding value. Hosting my entire company’s logs cost roughly $100/month, which is shockingly affordable compared to Datadog or similar platforms.

- Easy integration with Heroku. The setup was quick and straightforward—no complex pipelines or custom agents required.

- Powerful search and flexibility. Once you get comfortable with its syntax, the query language is expressive and great for digging deep into logs. Review collected by and hosted on G2.com.

- Clunky UI. The interface feels dated and can be unintuitive to navigate, especially compared to modern tools like Datadog or Grafana Cloud.

- Alerting delays. Alerts tend to fire a bit slower than other platforms. Datadog, for example, seems to detect and trigger incidents faster in my experience.

- Limited ecosystem integration. For larger organizations, the lack of tight integration with APM and error-tracking tools can create friction—you end up context-switching across multiple dashboards to investigate an issue. Review collected by and hosted on G2.com.

I find the alerts fascinating because they’re fundamental to our security. Their speed in detecting incidents is remarkable, and they connect seamlessly with any cloud service. Review collected by and hosted on G2.com.

You need to be careful with the search filters. If you’re not precise with your queries, your bill might include some unpleasant surprises at the end of the month. That’s the downside. Review collected by and hosted on G2.com.

What I like most is its ability to aggregate logs in real time, along with how powerful its query language is. It saves me a lot of preprocessing time and makes it easier to get to the insights I need without extra setup. Review collected by and hosted on G2.com.

The biggest problem is that you’re constantly worried about what you consume. It’s a constant source of stress having to monitor your data traffic so you don’t lose control of your budget. Review collected by and hosted on G2.com.

In my experience, it’s a tool that integrates very well with other tools. It also offers a high level of security, which I find especially appealing. Review collected by and hosted on G2.com.

Since it’s an internet-dependent tool, it doesn’t work as it should when the connection is very poor. Review collected by and hosted on G2.com.

What excites me most, honestly, is the LogReduce feature. It’s helped me cut through the noise across thousands of events, which feels essential when I’m trying to make decisions grounded in real data instead of assumptions. Review collected by and hosted on G2.com.

The downside is that the interface has a steep learning curve. It’s also important to be precise with the filters; otherwise, the budget can skyrocket. Review collected by and hosted on G2.com.

I like the integration that Sumo Logic has with various tools. I also really like the way it is possible to manage data and create dashboards. The data collection part is something I really appreciate, as well as the possibility of using agents for data collection. The integration with tools like Jira, Atlas, and Google Workspace makes the work much easier, especially because it already comes with pre-made dashboards. I also appreciate the extensive documentation it has, which helps a lot in daily tasks. Review collected by and hosted on G2.com.

I think the query language of Sumo Logic is a bit complex to handle. Additionally, in some dashboard elements, the way elements are organized on the screen is not very flexible, which could be a bit more adaptable, especially since the sizes are quite fixed. This hinders a bit. Another point is the new contract model that charges per query, which ends up being quite costly for companies, especially those from countries that do not have the dollar as their main currency. Review collected by and hosted on G2.com.

What I value most is the real-time search capability. On top of that, the smart alerts have been a huge advantage. I save hours of browsing thanks to its Logreduce feature, which is a massive benefit. Review collected by and hosted on G2.com.

The learning curve is quite steep, and it requires time to get used to. Review collected by and hosted on G2.com.

I love how Sumo Logic seamlessly brings together powerful analytics with an incredibly user-friendly experience. The platform’s real-time search and visualization capabilities stand out for their ability to update dashboards instantly and alert tickets with minimal delays, even when dealing with massive volumes. I appreciate the optimized query language, which offers the flexibility of advanced analytics at a field level while still being approachable enough for new team members to pick up quickly. Another standout feature is the platform’s reliability and scalability; its performance remains consistent whether we’re ingesting a few gigabytes or terabytes of data. Additionally, the built-in integration with cloud services like AWS, Kubernetes, and security tools saves a huge amount of setup time. Overall, Sumo Logic feels like a twofold multiplier for both operational and security teams, enhancing efficiency and reducing the manual burden significantly. Review collected by and hosted on G2.com.

While Sumo Logic is a robust platform, there are a few areas needing improvement. During peak ingestion periods, the dashboard and search functions can slow down, especially when handling very large datasets or complex queries. Although the query language is powerful, it can initially seem challenging, and the learning curve for deep dive analysis is steeper than expected for new users. Additionally, managing ingestion volume and associated costs require careful tuning to prevent unexpected log spikes. More proactive recommendations or automatic optimization features could help maintain predictability. Furthermore, while integrations are generally effective, some newer cloud services demand more manual configuration than preferred. Review collected by and hosted on G2.com.

What really won me over was its native cloud integration. It lets me handle massive volumes of data effortlessly, and best of all, it takes the headache out of having to manage or maintain the monitoring infrastructure myself. Review collected by and hosted on G2.com.

What really worries me is their pay-as-you-go billing model. If you’re not careful, the cost can skyrocket without any warning. Review collected by and hosted on G2.com.

I really like how flexible it is for analyzing records. The visual dashboards are not only clean, but also very easy to share, which makes collaboration a lot smoother. Review collected by and hosted on G2.com.

You have to stay vigilant, because if you leave a console.log file behind or forget about it, it can generate gigabytes of garbage. Then your bill becomes an unpleasant surprise. Review collected by and hosted on G2.com.