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Data on Kubernetes Day Europe 2024

DoK Day @ KubeCon Paris - Data on Kubernetes Community | Data on Kubernetes Community

data engineers, platform engineers, database administrators, kubernetes operators, site reliability engineers, machine learning engineers, cloud infrastructure engineers

metadata-driven ML platform; Presto + Apache Iceberg; Kubeflow Pipelines; CloudNativePG operator; Postgres synchronous replica; CRIU-based GPU checkpointing; WAL archive to object stores; GitOps with Argo CD and Flux; asset-based lineage with Dagster; CSI-FUSE for object stores; Alluxio-like distributed cache; KRaft Kafka migration (Strimzi)

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Welcome + Opening RemarksPaul Au, Sheetal Joshi10m
Community update on growth and resources since 2020: the group runs monthly town halls, a DO SIG that meets every other week, and a new resource library and…
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Discover How to Create Your Own Metadata-Driven ML Platform from ScratchTed Chang, Yihong Wang33m
Metadata-driven ML platform implemented on Kubernetes combines Presto + Apache Iceberg for an open lakehouse and Kubeflow Pipelines for orchestration, plus…
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From Zero to Hero: Scaling Postgres in Kubernetes Using the Power of...Gabriele Bartolini27m
Shows how CloudNativePG operator runs PostgreSQL on Kubernetes with one primary and two replicas, supports a synchronous replica option, and exposes Prometheus…
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Lightning Talk: Enabling Hot Restart of Stateful Applications Including GPU-Accelerate...Bernie Wu11m
A Kubernetes operator implements transparent CPU+GPU checkpoint/restore by extending CRIU-based operator workflows and an NVIDIA CUDA utility to dump device…
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Lightning Talk: My Database Runs on Kubernetes. What's Next? Data Platforms!Robert Hodges07m
Databases run reliably on Kubernetes now, so the next step is building data platforms that replace costly cloud services by composing operators, GitOps, and…
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Lightning Talk: Ditching Data Pipelines: why treating Data as Assets is the best...Andrea Giardini05m
Argues that replacing step-by-step pipelines with asset-based lineage simplifies modern cloud data platforms, claiming Dagster infers dependencies just by…
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Lessons Learned from Building a Database OperatorRajdeep Das, Sebastian Łaskawiec25m
A Kubernetes operator that runs MongoDB is presented with a control plane (ops manager + operator) and a data plane (mongod + sidecar agent); the agent renders…
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Advanced CSI-FUSE Filesystem for AI/ML Data Management in KubernetesLu Qiu20m
Compares two concrete approaches: CSI-FUSE (mounts cloud object stores as local filesystems) and an etcd-backed FSB (a lightweight Python filesystem API…
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Cloud-Native Dataspaces: Experiences from the German Research Data EcosystemSebastian Beyvers26m
Cloud-native dataspaces for the German research ecosystem use Kubernetes per domain with S3 as lingua franca for data exchange, a decentralized metadata DB…
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Released From the Cage: Apache Kafka Without Its ZooKeeperJakub Scholz26m
Apache Kafka replaces ZooKeeper with KRaft (Kafka Raft protocol) and Strimzi adds support by introducing Kafka node pools and abandoning StatefulSets to manage…
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Closing RemarksMelissa Logan, Paul Au03m
Community ambassadors are on site and several — Robert and Gabrielle among them — are available for questions, and recent blog posts from the group appear in…
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