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Meet the Producer of Big Little Lies: Career Highlights

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Okay, so I’ve been messing around with producers in Kafka lately, and let me tell you, it’s been a journey of “little lies” I told myself about how simple it would be. I wanted to share my bumpy road, so maybe you won’t make the same mistakes.

The Setup

First, I grabbed the Kafka client library for my language of choice (it was Python, don’t judge). I thought, “Piece of cake! I’ll just create a producer, send a message, and boom, done!” Oh, how naive I was.

The “Little Lies”

Lie #1: “Default settings are fine.” Yeah, no. Turns out, the defaults are more like “suggestions.” I started sending messages, and sometimes… they just disappeared. Poof! Gone. Turns out, I needed to tweak things like acks (acknowledgments) to make sure messages were actually getting to the brokers. I ended up setting acks=all, which means the leader and all replicas need to confirm they got the message. It’s a bit slower, but way more reliable.

Lie #2: “It’ll just work.” I thought sending a message was a fire-and-forget kind of deal. Nope. I started seeing errors pop up, stuff about message sizes being too big. Turns out, I had to configure and to handle the chunky data I was sending. Who knew?

Lie #3: “Error handling? Nah.” I figured if something went wrong, it would just… magically fix itself? Wrong again. I had to actually handle the errors the producer threw. I added some try-except blocks (again, Python) to catch exceptions like MessageSizeTooLargeError and KafkaTimeoutError. Now, at least I know why things are breaking, instead of just staring at a blank screen.

The “Aha!” Moment

The big breakthrough came when I started paying attention to the producer’s callbacks. These little functions get triggered when a message is successfully sent (or fails). I used them to log what was happening, and suddenly, I had visibility into the whole process. I could see which messages were making it, which were failing, and why.

  • I set up a simple callback function: on_send_success, on_send_error.
  • I learned to use the flush() method which before I even didn’t use it.

Putting It All Together

So, here’s what my final, (mostly) working producer setup looked like:

I made sure to configure the producer with the right settings (acks, message sizes, etc.).

Then, I used a simple way to catch errors instead of ignoring them.

I implemented those callback functions to get feedback on each message.

Finally, I learned to send all messages in the producer’s message buffer by calling the flush().

It’s still not perfect, but it’s a heck of a lot better than where I started. The key takeaway? Don’t believe the “little lies” your brain tells you about how easy it’ll be. Dig into the settings, handle the errors, and use those callbacks! It makes a world of difference.

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