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OpenTSDB + Bigtable
Integrating time series
database with
Google Cloud Bigtable
Danil Zburivsky, Big Data Practice Lead, Pythian — zburivsky@pythian.com
Max Luebbe, SRE, Google — maxluebbe@google.com
Pythian specializes in design, implementation, and management of
systems that directly contribute to revenue and business success.
History
19 years in business
Growing at 30+% per year
400+ employees
300+ customers worldwide
HQ Ottawa, Canada - global reach
Technology agnostic = trusted advisor
Deep expertise: Oracle, Oracle Apps, MySQL, AWS, SQL Server,
Cassandra/DataStax, Azure, PostgreSQL, Cloudera, MapR, Hortonworks etc.
Google Premier Partner Status (as of end Aug)
5 Certified Developers (soon to be 12)
Dedicated Google Technical Champion
Launch partner for: Kubernetes,
Dataflow, Cloud SQL, Dataproc
Integrated OpenTSDB with Bigtable
DW Explorers Program Partner
Upcoming BigQuery & Cloud ML Launch Partner
• (time, metric, value)
• OS and apps metrics
• Industrial equipment
• Web traffic
Time series data
• Volume can be explosive
• Data arrival and access
patterns are different
Storing time series data is a challenge
• Volume can be explosive
• Data arrival and access
patterns are different
Storing time series data is a challenge
OpenTSDB Architecture
Server Server Server Server
TSD TSD
Hbase or Bigtable
TSD RPC
Hbase RPC or
Hbase API
Web UI
Scripts/Alerting
http
TSD RPC
• Open source
• Uses HBase as a data store
• Data model optimized for TS
• REST API
OpenTSDB
<metric_uid><timestamp><tagk1><tagv1>[...<tagkN><tagvN>]
<col_t+1>[...<col_t+N>]
Origins of Bigtable
• Updating search index in bulk: too slow!
• Rather than a file system (GFS), needed random access
• Generic & scalable, now powers many diverse products
Bigtable decouples compute & storage...
Node
Distributed filesystem
Node
Client Client Client Client Client Client
Processing
Storage
Clients
A B C D E
...making scalability fast & seamless
Node
Distributed filesystem
Node
Client Client Client Client Client Client
Processing
Storage
Clients
A B C D E
Node
Google Cloud Bigtable
Cloud Bigtable
Bigtable
Service
async-bigtable
● Uses standard HBase 1.0 API
● BufferedMutator
● Thread pool
https://github.com/OpenTSDB/asyncbigtable
Future work
● Native Bigtable API
● Fully asynchronous
● Performance
Demo time!

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HBaseConEast2016: OpenTSDB+BigTable

  • 1. OpenTSDB + Bigtable Integrating time series database with Google Cloud Bigtable Danil Zburivsky, Big Data Practice Lead, Pythian — zburivsky@pythian.com Max Luebbe, SRE, Google — maxluebbe@google.com
  • 2. Pythian specializes in design, implementation, and management of systems that directly contribute to revenue and business success. History 19 years in business Growing at 30+% per year 400+ employees 300+ customers worldwide HQ Ottawa, Canada - global reach Technology agnostic = trusted advisor Deep expertise: Oracle, Oracle Apps, MySQL, AWS, SQL Server, Cassandra/DataStax, Azure, PostgreSQL, Cloudera, MapR, Hortonworks etc. Google Premier Partner Status (as of end Aug) 5 Certified Developers (soon to be 12) Dedicated Google Technical Champion Launch partner for: Kubernetes, Dataflow, Cloud SQL, Dataproc Integrated OpenTSDB with Bigtable DW Explorers Program Partner Upcoming BigQuery & Cloud ML Launch Partner
  • 3. • (time, metric, value) • OS and apps metrics • Industrial equipment • Web traffic Time series data
  • 4. • Volume can be explosive • Data arrival and access patterns are different Storing time series data is a challenge
  • 5. • Volume can be explosive • Data arrival and access patterns are different Storing time series data is a challenge
  • 6. OpenTSDB Architecture Server Server Server Server TSD TSD Hbase or Bigtable TSD RPC Hbase RPC or Hbase API Web UI Scripts/Alerting http TSD RPC
  • 7. • Open source • Uses HBase as a data store • Data model optimized for TS • REST API OpenTSDB <metric_uid><timestamp><tagk1><tagv1>[...<tagkN><tagvN>] <col_t+1>[...<col_t+N>]
  • 8. Origins of Bigtable • Updating search index in bulk: too slow! • Rather than a file system (GFS), needed random access • Generic & scalable, now powers many diverse products
  • 9. Bigtable decouples compute & storage... Node Distributed filesystem Node Client Client Client Client Client Client Processing Storage Clients A B C D E
  • 10. ...making scalability fast & seamless Node Distributed filesystem Node Client Client Client Client Client Client Processing Storage Clients A B C D E Node
  • 11. Google Cloud Bigtable Cloud Bigtable Bigtable Service
  • 12. async-bigtable ● Uses standard HBase 1.0 API ● BufferedMutator ● Thread pool https://github.com/OpenTSDB/asyncbigtable
  • 13. Future work ● Native Bigtable API ● Fully asynchronous ● Performance