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Kafka: Turbocharging Consumer Group Rebalances

Let's take a quick stroll down memory lane. In the olden days (read: pre-Kafka 2.4), consumer group rebalances were an all-or-nothing affair. When a rebalance kicked off, every consumer in the group would:...

25 days ago
3 min read

Modern Logging with Fluentd, Vector, and Loki

Logging setup that's scalable, secure, and actually makes sense in the 21st century. That's what we're aiming for with our power trio: * Fluentd: The Swiss Army knife of log collection...

a month ago
3 min read

Delta Lake Time Travel: Your DeLorean for Data Audits

Delta Lake, an open-source storage layer that brings ACID transactions to Apache Spark and big data workloads, comes with a nifty feature called Time Travel. It's like version control for your data, allowing you...

a month ago
3 min read

Redis Bloom Filters

Let's break down what a Bloom filter actually is: * A space-efficient probabilistic data structure * Used to test whether an element is a member of a set * Can have false positives, but never false negatives...

a month ago
3 min read

OpenAI Announces Next Family of Reasoning Models — o3

Thought about OpenAI's language models o1 and o3 for 5 seconds * In September 2024, the company presented a preview of the o1 language model. * OpenAI announced the o3 and o3-mini models. * The previous model...

a month ago
1 min read

Kafka Consumers on a Diet: Trimming the Memory Fat

Before we start our fitness journey, let's talk about why we're even bothering. Kafka consumers with a large memory footprint can lead to: * Slower processing times * Increased infrastructure costs * Higher risk of...

a month ago
4 min read

MongoDB Write-Heavy Workloads: Taming the Beast

To optimize MongoDB for write-heavy workloads: * Choose a shard key that distributes writes evenly * Monitor and manage chunk balancing * Fine-tune indexes for write efficiency * Use write concern judiciously * Consider using the WiredTiger storage engine The Write...

a month ago
3 min read

Deploying Quarkus Apps with Helm Charts

Kubernetes is powerful, but its YAML manifests can be about as fun as watching paint dry. Enter Helm, the package manager for Kubernetes that's here to save our sanity. Think of it as npm...

a month ago
4 min read

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