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By Cheng Xie , Bryan Shultz , and Christine Xu In a previous blog post , we described how Netflix uses eBPF to capture TCP flow logs at scale for enhanced network insights. In this post, we delve deeper into how Netflix solved a core problem: accurately attributing flow IP addresses to workload identities. A BriefRecap FlowExporter is a sidecar that runs alongside all Netflix workloads.
Data quality is one of the key factors of a successful data project. Without a good quality, even the most advanced engineering or analytics work will not be trusted, therefore, not used. Unfortunately, data quality controls are very often considered as a work item to implement in the end, which sometimes translates to never.
Data classification is about putting things in the right place based on how sensitive or important they are. Think of it like sorting your inbox: there’s spam, random newsletters, personal messages, and those critical project updates that require immediate attention. In practical terms, this means creating a system where everyone in your organization understands what data they’re handling and how to treat it appropriately, with safeguards if someone accidentally tries to mishandle se
With Airflow being the open-source standard for workflow orchestration, knowing how to write Airflow DAGs has become an essential skill for every data engineer. This eBook provides a comprehensive overview of DAG writing features with plenty of example code. You’ll learn how to: Understand the building blocks DAGs, combine them in complex pipelines, and schedule your DAG to run exactly when you want it to Write DAGs that adapt to your data at runtime and set up alerts and notifications Scale you
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The job market is constantly evolving and shifting rapidly these days, so workers need to know about reskilling and upskilling to stay ahead of the competition. Continuous learning was once considered a luxury, but as businesses change and new technologies come out, it’s become a must. This blog post talks about the differences between upskilling and reskilling, as well as their value, benefits, and how to do them effectively.
The job market is constantly evolving and shifting rapidly these days, so workers need to know about reskilling and upskilling to stay ahead of the competition. Continuous learning was once considered a luxury, but as businesses change and new technologies come out, it’s become a must. This blog post talks about the differences between upskilling and reskilling, as well as their value, benefits, and how to do them effectively.
The speed at which LLMs have developed has changed the landscape of industries dealing with all sorts of complex NLP tasks on chatbots and virtual assistants and content creation and support. However, assessing the models’ functioning and capabilities is quite a task in itself. The way these benchmarks are set basically requires providing common ground to evaluate and measure the competence of models for that task.
Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage
When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m
Apache Airflow® is the open-source standard to manage workflows as code. It is a versatile tool used in companies across the world from agile startups to tech giants to flagship enterprises across all industries. Due to its widespread adoption, Airflow knowledge is paramount to success in the field of data engineering.
Cloud security is becoming a key component of digital transformation strategies as businesses are migrating their infrastructures and operations to cloud-based platforms. The traditional cloud security architecture has grown beyond traditional boundaries as hybrid work, cloud application security with AI adoption, and multi-cloud setups become the norm.
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