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Phil (aka MP3Monster)'s Blog

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Phil (aka MP3Monster)'s Blog

Tag Archives: Jaeger

Observing the Observer (Fluent Bit monitoring)

25 Thursday Apr 2024

Posted by mp3monster in Fluentbit, General, Technology

≈ Leave a comment

Tags

development, FluentBit, Grafana, Jaeger, logs, metrics, OpenSearch, Prometheus, Traces

In the Fluent Bit book I touch upon the point that we should be observing the observer. After all, if we don’t monitor our observability stack, then we’ll be operating blind and may never know until things go catastrophically wrong, and we’re getting complaints that production business solutions are down. One of the peer review comments was it would be really good to have a visual representation in the book. While I’d love to incorporate such diagrams, for them to be readable, they do use up a lot of space on the printed page, and very long chapters can also put some readers off. So, given the point wasn’t a key theme, we simply couldn’t incorporate the diagram.

But the suggestion is a good one. So we’ve created the visual representation here.

Annotated diagram showing how Fluent Bit could be used to monitor an open-source observation stack.

The diagram shows how we can monitor our observation tech stack so we don’t become ‘blind’ without knowing about it. The Outflow from the right of the diagram would send a signal to a notification service, which could be as simple as email or as user-friendly as Slack. We’ve indicated which kinds of metrics, logs, and traces could offer the most value from our observation tech stack.

If we’re running everything within a Kubernetes cluster, it would be easy to say we don’t need such a sophisticated setup as we can use Kubernetes liveness probes if the containers are well configured. While it is true if one of our services starts to fail, a liveness check should pick it up and recycle the container. But such probes only worry about the HTTP response code, not the cause. If we don’t monitor and capture more information we’ll never understand the problem. At worst we could end up seeing Kubernetes starting and then killing our containers in a vicious cycle and struggling to resolve the cause. So collecting the logs and metrics remains just as important.

How to Publish Fluent Bit Metrics and Logs

To publish Fluent Bit’s metrics to Prometheus, we need to configure the fluentbit-metrics input plugin (it does sound odd as an input, but there are reasons that become clearer in the book). We then route the output that supports using Fluent Bit as a Prometheus node exporter or makes use of the remote write API.

The log output for Fluent Bit can be configured via the command line or in the SERVICE blog (using the attributes log_file and log_level in the configuration file. Today this is setting the log threshold and identifying the log file. We can then, of course, configure a tail input plugin against the file if we want to send the logs to OpenSearch. We can also set plugin-specific logging thresholds as overrides to the Fluent Bit wide setting in the SERVICE block of configuration.

Configuring the other monitoring tools

  • Grafana‘s configuration will allow it to publish Prometheus scrapable metrics and Traces that are OTLP compliant can be found documented here.
  • Prometheus provides metrics on itself (details here) and logging controls as part of its command line and generates logfmt or JSON logs, details here.
  • OpenSearch‘s logs can be accessed as documented here. The Logs are created with Log4j2, which means out of the box, it will be easy to parse them. Configuring the output of slow query reports does need to be switched on. OpenSearch also illustrates a pre OpenTelemetry/OpenMetrics approach to sharing internal metrics by writing them as logs. However, there are ways to convert such log events to OTLP Metrics with Fluent Bit.
  • Jaeger provides metrics endpoints that are Prometheus-compatible, along with JSON-based logs, and are documented here. There is some support for tracing.

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Observability -London Oracle Developer Meetup

10 Tuesday Sep 2019

Posted by mp3monster in Dev Meetup, Fluentd, General, Technology

≈ 1 Comment

Tags

Fluentd, Istio, Jaeger, Kiali, logging, meetup, monitoring, observability, OKE, OpenTracing, Oracle, Tracing

meetup-monitoringLast night was the London Oracle Developer Meetup’s sessions around observability.  Andrei Cioaca with a focus on the use of OpenTracing as provided by Jaeger, in a standard Kubernetes deployment with Istio – realized with Oracle Kubernetes Engine (OKE).  This was followed by my session on another pillar using logging via FluentD. Also incorporated into standard Kubernetes, but also able to support traditional monolithic use cases.

@andreicioaca starts talking about Oracle #Kubernetes #OKE #istio and #OpenTracing at the #OracleDeveloperMeetup #London @PaaSCommunity pic.twitter.com/HISzpmxjaN

— Phil Wilkins (@PhilConsultant) September 9, 2019

Andrei provided a great overview of the 3 pillars and the strengths and weaknesses of the different pillars. With the basics covered Andrei then dove into the configuration and execution of Istio combined with Jaeger and the corresponding insights available.  including a look at the kinds of visual insights that Jaeger and Kiali provide.  Some probing conversations followed about the relationship to Spring Cloud Sleuth, Open Zipkin and the OpenTracing as a concept more generally.

Andrei’s presentation material can be found in his GitHub repository here.

search-trend-fluentd

Google Analytics on Search Terms

My session followed a pizza break, as there was a delay in its arrival. With everybody having chatted over pizza about OpenTracing, we picked up on FluentD and the Logging aspect to Observability. FluentD, as an open-source project has been growing steadily, and actually baked into several Log Analytics products and services – as the above analytics from Google shows.

The presentation looked at the growing challenges of modern software in terms of making sense of logging.  We explored the capabilities of FluentD before drilling into real-world use cases and potential deployment models.

As you’ll see from the slides we ran a couple of demos. The configuration for the demos can be found at https://github.com/mp3monster/fluentd-demos along with an example payload.

The next meetup we have organized is around Blockchain, all the details can be found at https://www.meetup.com/Oracle-Developer-Meetup-London/events/264661742/.

Other related info …

  • Mastering Distributed Tracing – book review
  • Article direct to LinkedIn – OpenTracing and API Gateways

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Mastering Distributed Tracing – book review

29 Saturday Jun 2019

Posted by mp3monster in Books, Fluentd, General, Technology

≈ 4 Comments

Tags

CNCF, Jaeger, monitoring, open tracing, Tracing

So recently we have been working on ‘knowing what I don’t know’ when it comes to Open Tracing and how such tech may intersect with traditional logging and the use of FluentD.

As part of that, I have read the Packt book Mastering Distributed Tracing written by Yuri Shkuro who has been key in the OpenTracing API and Jaeger and is the technical lead for Uber’s tracing team.

Whilst I have a good relationship with Packt, the fact they published the book is pretty much coincidental.

Understanding tracing over traditional logging is very important when moving into the world of microservices and reactive frameworks such as Node.js where threads are picked up and put down, you don’t know where and when the next service in a solution will pick up the next related activity. When you add to this solutions are more polyglot than ever – not only in the sense of different languages that may be used but a more diverse source of middle features e.g. historically you’d probably use JMS based messaging if you’re a Java developer and MSMQ for .net. Now you may be using AWS SNS as easily as Kafka. This means the mechanisms for passing and tracing events through these services need to be more unifying than ever.

Complexity of Observability

Continue reading →

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    I work for Oracle, all opinions here are my own & do not necessarily reflect the views of Oracle

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