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Tag Archives: Fluentbit

Fluent Bit 4.1 what to be excited about in this major release?

10 Friday Oct 2025

Posted by mp3monster in Fluentbit, General, Technology

≈ Leave a comment

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4.1, Fluent Bit, Fluentbit, release

Fluent Bit version 4’s first major release dropped a couple of weeks ago (September 24, 2025). The release’s feature list isn’t as large as 4.0.4 (see my blog here). It would therefore be easy to interpret the change as less profound. But that isn’t the case. There are some new features, which we’ll come to shortly, but there are some significant improvements under the hood.

Under the hood

Fluent Bit v4.1 has introduced significant enhancements to its processing capabilities, particularly in the handling of JSON. This is really important as handling JSON is central to Fluent Bit. As many systems are handling JSON, there is at the lowest levels, continuous work happening in different libraries to make it as fast as possible. Fluent Bit has amended its processing to use a mechanism based on a yyjson, without going into the deep technical details. If you examine the benchmarking of yyjson and other comparable libraries, you’ll see that its throughput is astonishing. So accelerating processing by even a couple of percentage points can have a profound performance enhancement.

The next improvement in this area is the use of SIMD (Single Instruction, Multiple Data). This is all about how our code can exploit microprocessor architecture to achieve faster processing. As logs often need characters like new line, quotes, and other special characters encoding, and logs often carry these characters (and we tend to overlook this – consider a stack trace, where each step of the stack chain is provided on a new line, or embedding a stringified XML or JSON block in the log, which will hve multiple uses of quotes etc. As a result, any optimization of string encoding will quickly yield performance benefits. As SIMD takes advantage of CPU characteristics, not every build will have the feature. You can check to see if SIMD is being used by checking the output during startup, like tthis:

This build for Windows x86-64 as shown in the 3rd info statement doesn’t have SIMD enabled.

Other backend improvements have been made with TLS handling. The ability to collect GPU metrics with AMD hardware (significant as GPUs are becoming ever more critical not only in large AI arrays, but also for AI at the edge).

So, how do we as app developers benefit?

If Fluent Bit’s performance improves, we benefit from reduced risk of backpressure-related issues. We can either complete more work with the same compute (assuming we’re at maximum demand all the time), or we can reduce our footprint – saving money either as capital expenditure (capex) or operational expenditure (opex) (not something that most developers are typically seeking until systems are operating at hyperscale). Alternatively, we can further utilize Fluent Bit to make our operational life easier, for example, by reducing sampling slightly, implementing additional filtering/payload load logic, and streaming to detect scenarios as they occur rather than bulk processing on a downstream platform.

Functional Features

In terms of functionality, which as a developer we’re very interested in as it can make our day job easier, we have a few features.

AWS

In terms of features, there are a number of enhancements to support AWS services. This isn’t unusual; as the AWS team appears to have a very active and team of contributors for their plugins. Here the improvement is for supporting Parquet files in S3.

Supervisory Process

As our systems go ever faster, and become more complex, particularly when distributed it becomes harder to observe and intervene if a process appears to fail or worse becomes unresponsive. As a result, we need tools to have some ‘self awareness’. Fluen bit introduces the idea of an optional supervisor process. This is a small, relatively simple process that spawns the core of Fluent Bit and has the means to check the process and act as necessary. To enable the supervisor , we can add to the command line –supervisor. This feature is not available on all platforms, and the logic should report back to you during startup if you can’t use the feature. Unfortunately, the build I’m trying doesn’t appear to have the supervisor correctly wired in (it returns an error message saying it doesn’t recognize the command-line parameter).

If you want to see in detail what the supervisor is doing – you can find its core in /src/flb_supervisor.c with the supervisor_supervise_loop function, specifically.

Conclusion

With the number of differently built and configured systems, we’ll see a 4.1.x releases as these edge case gremlins are found and resolved.

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Logging Frameworks that can communicate directly with Fluent Bit

13 Thursday Jun 2024

Posted by mp3monster in Fluentbit, General, Technology

≈ Leave a comment

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.net, Erlang, Fluentbit, Go, Golang, java, languages, libraries, loggiong, node.js, OCAML, perl, PHP, python, Ruby, Scala

While the typical norm is for applications to write their logs to file or to stdout (console), this isn’t the most efficient way to handle logs (particularly given I/O performance for the storage devices). Many logging frameworks have addressed this by providing more direct outputs to commonly used services such as ElasticSearch and OpenSearch. This is fine, but the only downside is that there is no means for an intermediary layer to preprocess, filter, and route (potentially to multiple services). These constraints can be overcome by using an intermediary service such as Fluent Bit or Fluentd.

Many logging frameworks can work with Fluentd by supporting the HTTP or Forward protocols Fluentd supports out of the box. But as both Fluent Bit and Fluentd are interchangeable with these protocols and logging framework that supports Fluentd, by implication also supports Fluent Bit, not to mention Fluent Bit supports OpenTelemetry.

The following table identifies a range of frameworks that can support communicating directly with Fluent Bit. It is not exhaustive but does provide broad coverage. We’ll update the table as we discover new frameworks that can communicate directly.

Latest Version …

Logging Frameworks and Fluent Bit and Fluentd connectivity
LanguageFramework / LibraryProtocol(s)Commentary
JavaLog4J2HTTP AppenderSend JSON payloads over HTTP (use HTTP input plugin)
Javafluent-logger-javaForward
Pythoncore languageHTTP HandlerProvides the means to send logs over HTTP – means Fluent Bit input handler can manage
Pythonfluent-logger-python
Fluent Logger
ForwardUses the Forward protocol meaning it can gain the efficiencies from msgpack.
Maintained by the Fluent community
Node.jsfluent-logger-nodeForwardIt uses the Forward protocol, meaning it can gain efficiencies from msgpack.
Maintained by the Fluent community
Node.jsWinstonHTTP

Forward
Winston is designed as a simple and universal logging library supporting multiple transports.
Winston includes transport support for HTTP in its core. There is also a Transport implementation for native Fluent https://github.com/sakamoto-san/winston-fluent
Node.jsPino (Pino-fluent extension)Logger integrated into the Pino logging framework
Go (Golang)fluent-logger-golangForwardIt uses the Forward protocol, meaning it can gain efficiencies from msgpack.
Maintained by the Fluent community
.Net (C# VB.Net etc)NLog (NLog.Targets.Fluentd)An NLog target – works with .Net
.Net (C# VB.Net etc)Log4NetLog4Net Appender
.NetSerilog (Fluent Sink)Forward and HTTPSupports both HTTP and nativbe Fluentd/FluentBit
Rubyfluent-logger-rubyForwardIt uses the Forward protocol, meaning it can gain efficiencies from msgpack.
Maintained by the Fluent community
PHPfluent-logger-phpForwardIt uses the Forward protocol, meaning it can gain efficiencies from msgpack.
Maintained by the Fluent community
Perlfluent-logger-perlForwardIt uses the Forward protocol, meaning it can gain efficiencies from msgpack.
Maintained by the Fluent community
Scalafluent-logger-scalaForwardIt uses the Forward protocol, meaning it can gain efficiencies from msgpack.
Maintained by the Fluent community
Erlangfluent-logger-erlangForward
It uses the Forward protocol, meaning it can gain efficiencies from msgpack.
Maintained by the Fluent community
OCAMLfluent-logger-ocamlForward
It uses the Forward protocol, meaning it can gain efficiencies from msgpack.
Maintained by the Fluent community
RustRust Logging framework extension for Fluent BitRust crate for logging to Fluent Bit
DelphiQuickloggerHTTP

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Mastering FluentD configuration syntax

19 Thursday Sep 2019

Posted by mp3monster in Cloud, Fluentd, General, Technology

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configuration, Fluentbit, Fluentd, google, GPC, monitoring, observability, OKE, slack

Getting to grips with FluentD configuration which describes how to handle logging event(s) it has to process can be a little odd (at least in my opinion) until you appreciate a couple of foundation points, at which point things start to click, and then you’ll find it pretty easy to understand.

It would be hugely helpful if the online documentation provided some of the points I’ll highlight upfront rather than throwing you into a simple example, which tells you about the configuration but doesn’t elaborate as deeply as may be worthwhile. Of course, that viewpoint may be born from the fact I have reviewed so many books I’ve come to expect things a certain way.

But before I highlight what I think are the key points of understanding, let me make the case getting to grips with FluentD.

Why master FluentD?

FluentD’s purpose is to allow you to take log events from many resources and filter, transform and route logging events to the necessary endpoints. Whilst is forms part of a standard Kubernetes deployment (such as that provided by Oracle and Azure for example) it can also support monolithic environments just as easily with connections working with common log formats and frameworks. You could view it as effectively a lightweight (particularly if you use FluentBit variant which is effectively a pared-back implementation) middleware for logging.

If this isn’t sufficient to convince you, if Google searches are a reflection of adoption, then my previous post reflecting upon Observability -London Oracle Developer Meetup shows a plot reflecting the steady growth.  This is before taking into account that a number of cloud vendors have wrapped Fluentd/fluentbit into their wider capabilities such as Google (see here).

Not only can you see it as middleware for logging it can also have custom processes and adapters built through the use of Ruby Gems, making it very extensible.

FluentD

Remember these points

and mastering the config should be a lot easier…

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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