Pinot Articles

  • from-lambda-to-lambdaless-lessons-learned

    From Lambda to Lambda-less: Lessons learned

    December 1, 2020

    Co-authors: Xiang Zhang and Jingyu Zhu Introduction The Lambda architecture has become a popular architectural style that promises both speed and accuracy in data processing by using a hybrid approach of both batch processing and stream processing methods. But it also has some drawbacks, such as complexity and additional development/operational overheads. One of...

  • mock-screenshot-of-the-recruiter-usage-dashboard

    Bridging batch and stream processing for the Recruiter usage statistics dashboard

    July 14, 2020

    Co-authors: Khai Tran and Steve Weiss Batch and streaming computations are often combined together in the Lambda architecture, but carry the cost of maintaining two different code bases for the same logic. We have previously shared on the blog a behind-the-scenes look at our approach into enabling the seamless translation of declarative batch code into streaming...

  • building-linkedin-talent-insights-to-democratize-data-driven-decision-making

    Building LinkedIn Talent Insights to democratize data-driven decision making

    June 29, 2020

    Co-authors: Timothy Santos and Jeremy Lwanga LinkedIn is a mission-driven organization, and we take our mission of “connecting the world's professionals to make them more productive and successful” very seriously. One way we’ve worked toward this goal is through LinkedIn Talent Insights, which first launched in 2018. This is a tool that helps organizations...

  • monitoring-business-performance-data-with-third-eye-smart-alerts

    Monitoring business performance data with ThirdEye smart...

    June 25, 2020

    Co-authors: Madhumita Mantri and Tyler James At LinkedIn, ThirdEye is used for business and platform health metrics monitoring,...

  • apache-pinot-update

    Introducing Apache Pinot 0.3.0

    April 27, 2020

    Built at LinkedIn, Pinot is an open source, distributed, and scalable OLAP data store that we use as our de-facto near-real-time...

  • analyzing-a-difference-summary

    Analyzing anomalies with ThirdEye

    February 20, 2020

    Co-authors: Yen-Jung Chang, Yang Yang, Xiaohui Sun, and Tie Wang At LinkedIn, ThirdEye is the backbone of our monitoring toolkit. We...