Dok Talks #111 - Scheduled Scaling with Dask and Argo Workflows
Data on Kubernetes Community19 Tammi 2022

Dok Talks #111 - Scheduled Scaling with Dask and Argo Workflows

https://go.dok.community/slack
https://dok.community/

ABSTRACT OF THE TALK

Complex computational workloads in Python are a common sight these days, especially in the context of processing large and complex datasets. Battle-hardened modules such as Numpy, Pandas, and Scikit-Learn can perform low-level tasks, while tools like Dask makes it easy to parallelize these workloads across distributed computational environments. Meanwhile, Argo Workflows offers a Kubernetes-native solution to provisioning cloud resources in Kubernetes and triggering workflows on a regular schedule. Being Kubernetes-native, Argo Workflows also meshes nicely with other Kubernetes tools. This talk discusses the combination of these two worlds by showcasing a set-up for Argo-managed workflows which schedule and automatically scale-out Dask-powered data pipelines in Python.

BIO

Former academic in the field of renewable energy simulation and energy systems analysis. Currently responsible for architecting and maintaining the cloud- and data strategy at ACCURE Battery Intelligence

KEY TAKE-AWAYS FROM THE TALK

Argo Workflows + Dask is a nice combination for data-processing pipelines. There are a a few "gotchyas" to be on the look-out for, but in nevertheless this is still a generally-applicable and powerful combination.

https://github.com/sevberg

Jaksot(243)

The Challenges of Data Processing On Kubernetes - A look at Spark, Flink, Dask, and Ray // Holden Karau (DoK Day North America 2022)

The Challenges of Data Processing On Kubernetes - A look at Spark, Flink, Dask, and Ray // Holden Karau (DoK Day North America 2022)

From the DoK Day North America 2022 (https://youtu.be/YWTa-DiVljY) ABSTRACT This talk will go through both the improvements that have been made in Kubernetes for batch analytic workloads as well as ...

31 Loka 202220min

Scaling our SaaS offering to thousands of clusters // Dax McDonald (DoK Day North America 2022)

Scaling our SaaS offering to thousands of clusters // Dax McDonald (DoK Day North America 2022)

From the DoK Day North America 2022 (https://youtu.be/YWTa-DiVljY) ABSTRACT Sourcegraph is a code intelligence platform that helps our customers to understand their code better. As we have scaled up...

29 Loka 202221min

Why we decided to migrate our Jaeger storage to ClickHouse on Kubernetes // Arul Jegadish Francis (DoK Day North America 2022)

Why we decided to migrate our Jaeger storage to ClickHouse on Kubernetes // Arul Jegadish Francis (DoK Day North America 2022)

From the DoK Day North America 2022 (https://youtu.be/YWTa-DiVljY) Abstract We at OpsVerse provide a DevOps tools platform with fully-managed open source-based tools. One of our key offerings is a ...

28 Loka 202213min

Building a Digital Factory for the Sheet Metal Industry // Elie Assi (From the DoK Day North America 2022)

Building a Digital Factory for the Sheet Metal Industry // Elie Assi (From the DoK Day North America 2022)

From the DoK Day North America 2022 (https://youtu.be/YWTa-DiVljY) Abstract We develop systems to digitize the sheet metal industry with the belief that they should cooperate with each other in an ...

27 Loka 202220min

How we built our Big Data Stack (almost) entirely on top of Kubernetes // Neylson Crepalde (From DoK Day NA 2022)

How we built our Big Data Stack (almost) entirely on top of Kubernetes // Neylson Crepalde (From DoK Day NA 2022)

From the DoK Day North America 2022 (https://youtu.be/YWTa-DiVljY) Abstract Working with Terabytes of data is a major challenge for organizations both in terms of architecture and cost. In recent ...

26 Loka 202216min

Dok Talks #153 - CRD Panel // Eyar Zilberman & Álvaro Hernández

Dok Talks #153 - CRD Panel // Eyar Zilberman & Álvaro Hernández

https://go.dok.community/slack https://dok.community We are going to speak about CRDs, and discuss considering them as higher level entities that we normally consider them. CRDs normally are kind of a...

14 Loka 202258min

Dok #152-Running PostgreSQL in Kubernetes:from day 0 to day 2 with CloudNativePG // Gabriele Bartolini

Dok #152-Running PostgreSQL in Kubernetes:from day 0 to day 2 with CloudNativePG // Gabriele Bartolini

https://go.dok.community/slack https://dok.community With: Gabriele Bartolini - Vice President/CTO of Cloud Native and Kubernetes, EDB Bart Farrell - Head of Community, Data on Kubernetes Community...

28 Syys 20221h 3min

Dok Talks #148 - Cost and Kubernetes // Chris Love

Dok Talks #148 - Cost and Kubernetes // Chris Love

https://go.dok.community/slack https://dok.community With: Chris Love - Managing Partner, LionKube Bart Farrell - Head of Community, Data on Kubernetes Community ABSTRACT OF THE TALK Using Kuberne...

27 Syys 202245min