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Paul Dix
InfluxData – CTO & co-founder
@pauldix
InfluxDB IOx
overview and
updates
© 2021 InfluxData. All rights reserved. 10
| Project Goals
• Time series & events
– Metrics (sensor or server)
– Tracing (or any event, really)
– Logs (semi-structured events)
• Dashboards/monitoring AND Analytics
• Unlimited cardinality
• Decoupled compute & storage
• Bulk import/export
• Replication & Subscriptions
• Embeddable scripting
• Broader ecosystem integration
© 2021 InfluxData. All rights reserved. 15
| Operational Environments
• Public Clouds (AWS, GCP, Azure)
• Kubernetes
• Other data center
• Edge devices
© 2021 InfluxData. All rights reserved. 20
| InfluxDB IOx Highlights
• In-memory columnar database
• Object store for persistence
• Supports SQL natively
• Flux & InfluxQL support through API
© 2021 InfluxData. All rights reserved. 21
© 2021 InfluxData. All rights reserved. 22
© 2021 InfluxData. All rights reserved. 27
| arrow-rs
• RecordBatch & compute kernels
• Parquet reader/writer
• Arrow Flight RPC layer
• DataFusion SQL parser, planner, executor
© 2021 InfluxData. All rights reserved. 28
&
How data is organized
telegrafdb
2021-05-14T10:00 2021-05-14T11:00 2021-05-14T12:00
cpu mem cpu mem
0 1 0 1
Database (bucket)
Partition
Table (measurement)
Chunk
© 2021 InfluxData. All rights reserved. 35
| Mapping InfluxDB to IOx & SQL
• Bucket = database
• Measurement = table
• Tag = column (dictionary encoded)
• Field = column
• Time = column
© 2021 InfluxData. All rights reserved. 36
© 2021 InfluxData. All rights reserved. 37
The big disk in the sky
© 2021 InfluxData. All rights reserved. 39
| Backing Object Stores
• Memory
• Locally attached disk
• S3
• Azure blob store
• Google Cloud Storage (objects)
• Anything compatible
© 2020 InfluxData. All rights reserved.
40
2815898179/
my_db/
data/
2020-01/
0/
sensors.parquet
stocks.parquet
1/
sensors.parquet
2020-02/
0/
sensors.parquet
1/
sensors.parquet
© 2020 InfluxData. All rights reserved.
41
2815898179/
my_db/
data/
2020-01/
0/
sensors.parquet
stocks.parquet
1/
sensors.parquet
2020-02/
0/
sensors.parquet
1/
sensors.parquet
Writer ID
© 2020 InfluxData. All rights reserved.
42
2815898179/
my_db/
data/
2020-01/
0/
sensors.parquet
stocks.parquet
1/
sensors.parquet
2020-02/
0/
sensors.parquet
1/
sensors.parquet
Database
© 2020 InfluxData. All rights reserved.
43
2815898179/
my_db/
data/
2020-01/
0/
sensors.parquet
stocks.parquet
1/
sensors.parquet
2020-02/
0/
sensors.parquet
1/
sensors.parquet
Partition
© 2020 InfluxData. All rights reserved.
44
2815898179/
my_db/
data/
2020-01/
0/
sensors.parquet
stocks.parquet
1/
sensors.parquet
2020-02/
0/
sensors.parquet
1/
sensors.parquet
Chunk
© 2020 InfluxData. All rights reserved.
45
2815898179/
my_db/
data/
2020-01/
0/
sensors.parquet
stocks.parquet
1/
sensors.parquet
2020-02/
0/
sensors.parquet
1/
sensors.parquet
Table
Indexing?
© 2021 InfluxData. All rights reserved. 51
| IOx Components
• Write Buffer
• MUB (Mutable Buffer)
• RUB (Read Buffer)
• Catalog
© 2021 InfluxData. All rights reserved. 52
Query Engine
SQL Frontend
Flux Frontend
InfluxQL
Frontend
Mutable
Buffer
Read Buffer
Object
Storage
Reader
| IOx Read Path
© 2021 InfluxData. All rights reserved. 53
Query Engine
SQL Frontend
Flux Frontend
InfluxQL
Frontend
Mutable
Buffer
Read Buffer
Object
Storage
Reader
In-memory
| IOx Read Path
© 2021 InfluxData. All rights reserved. 59
| RUB techniques
• Dictionary Encoding
• RLE
• Byte-trimming (ints and natural floats)
• Frame of reference encoding
• Handling nulls
© 2021 InfluxData. All rights reserved. 60
© 2021 InfluxData. All rights reserved. 61
© 2021 InfluxData. All rights reserved. 62
© 2021 InfluxData. All rights reserved. 63
API
© 2021 InfluxData. All rights reserved. 68
| Write
• InfluxDB 2.x compatible (HTTP & Line Protocol)
• Protobuf
• /write
• gRPC service definition
• Bulk via Parquet
• IOx direct
• Object Store
© 2021 InfluxData. All rights reserved. 71
| Read
• HTTP GET
/iox/api/v1/databases/:name/query?q=..&format=..
• SQL query
• Format: pretty, csv, json
• Arrow Flight
© 2021 InfluxData. All rights reserved. 77
| Manage
• gRPC
• CLI
• Create database
• Manage lifecycle rules
• Persist to object store
• Evict from memory
• Load from object store (soon)
• Subscriptions (soon)
© 2021 InfluxData. All rights reserved. 83
| Road to Release
• Dogfooding in production (in process)
• Optimization
• Memory footprint
• Query execution
• Recovery from object store
• Available in InfluxDB Cloud (Q3)
• Migration tooling
• Docs, Docker builds and Cargo crate (later)
© 2021 InfluxData. All rights reserved. 84
| Find out more
• #influxdb-iox in community Slack
• Tech talk every 2nd Wednesday at 8:00 AM PT (15:00 GMT)
• github.com/influxdata/influxdb_iox
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Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021

  • 1. Paul Dix InfluxData – CTO & co-founder @pauldix InfluxDB IOx overview and updates
  • 2. © 2021 InfluxData. All rights reserved. 10 | Project Goals • Time series & events – Metrics (sensor or server) – Tracing (or any event, really) – Logs (semi-structured events) • Dashboards/monitoring AND Analytics • Unlimited cardinality • Decoupled compute & storage • Bulk import/export • Replication & Subscriptions • Embeddable scripting • Broader ecosystem integration
  • 3. © 2021 InfluxData. All rights reserved. 15 | Operational Environments • Public Clouds (AWS, GCP, Azure) • Kubernetes • Other data center • Edge devices
  • 4. © 2021 InfluxData. All rights reserved. 20 | InfluxDB IOx Highlights • In-memory columnar database • Object store for persistence • Supports SQL natively • Flux & InfluxQL support through API
  • 5. © 2021 InfluxData. All rights reserved. 21
  • 6. © 2021 InfluxData. All rights reserved. 22
  • 7. © 2021 InfluxData. All rights reserved. 27 | arrow-rs • RecordBatch & compute kernels • Parquet reader/writer • Arrow Flight RPC layer • DataFusion SQL parser, planner, executor
  • 8. © 2021 InfluxData. All rights reserved. 28 &
  • 9. How data is organized telegrafdb 2021-05-14T10:00 2021-05-14T11:00 2021-05-14T12:00 cpu mem cpu mem 0 1 0 1 Database (bucket) Partition Table (measurement) Chunk
  • 10. © 2021 InfluxData. All rights reserved. 35 | Mapping InfluxDB to IOx & SQL • Bucket = database • Measurement = table • Tag = column (dictionary encoded) • Field = column • Time = column
  • 11. © 2021 InfluxData. All rights reserved. 36
  • 12. © 2021 InfluxData. All rights reserved. 37
  • 13. The big disk in the sky
  • 14. © 2021 InfluxData. All rights reserved. 39 | Backing Object Stores • Memory • Locally attached disk • S3 • Azure blob store • Google Cloud Storage (objects) • Anything compatible
  • 15. © 2020 InfluxData. All rights reserved. 40 2815898179/ my_db/ data/ 2020-01/ 0/ sensors.parquet stocks.parquet 1/ sensors.parquet 2020-02/ 0/ sensors.parquet 1/ sensors.parquet
  • 16. © 2020 InfluxData. All rights reserved. 41 2815898179/ my_db/ data/ 2020-01/ 0/ sensors.parquet stocks.parquet 1/ sensors.parquet 2020-02/ 0/ sensors.parquet 1/ sensors.parquet Writer ID
  • 17. © 2020 InfluxData. All rights reserved. 42 2815898179/ my_db/ data/ 2020-01/ 0/ sensors.parquet stocks.parquet 1/ sensors.parquet 2020-02/ 0/ sensors.parquet 1/ sensors.parquet Database
  • 18. © 2020 InfluxData. All rights reserved. 43 2815898179/ my_db/ data/ 2020-01/ 0/ sensors.parquet stocks.parquet 1/ sensors.parquet 2020-02/ 0/ sensors.parquet 1/ sensors.parquet Partition
  • 19. © 2020 InfluxData. All rights reserved. 44 2815898179/ my_db/ data/ 2020-01/ 0/ sensors.parquet stocks.parquet 1/ sensors.parquet 2020-02/ 0/ sensors.parquet 1/ sensors.parquet Chunk
  • 20. © 2020 InfluxData. All rights reserved. 45 2815898179/ my_db/ data/ 2020-01/ 0/ sensors.parquet stocks.parquet 1/ sensors.parquet 2020-02/ 0/ sensors.parquet 1/ sensors.parquet Table
  • 22. © 2021 InfluxData. All rights reserved. 51 | IOx Components • Write Buffer • MUB (Mutable Buffer) • RUB (Read Buffer) • Catalog
  • 23. © 2021 InfluxData. All rights reserved. 52 Query Engine SQL Frontend Flux Frontend InfluxQL Frontend Mutable Buffer Read Buffer Object Storage Reader | IOx Read Path
  • 24. © 2021 InfluxData. All rights reserved. 53 Query Engine SQL Frontend Flux Frontend InfluxQL Frontend Mutable Buffer Read Buffer Object Storage Reader In-memory | IOx Read Path
  • 25. © 2021 InfluxData. All rights reserved. 59 | RUB techniques • Dictionary Encoding • RLE • Byte-trimming (ints and natural floats) • Frame of reference encoding • Handling nulls
  • 26. © 2021 InfluxData. All rights reserved. 60
  • 27. © 2021 InfluxData. All rights reserved. 61
  • 28. © 2021 InfluxData. All rights reserved. 62
  • 29. © 2021 InfluxData. All rights reserved. 63
  • 30. API
  • 31. © 2021 InfluxData. All rights reserved. 68 | Write • InfluxDB 2.x compatible (HTTP & Line Protocol) • Protobuf • /write • gRPC service definition • Bulk via Parquet • IOx direct • Object Store
  • 32. © 2021 InfluxData. All rights reserved. 71 | Read • HTTP GET /iox/api/v1/databases/:name/query?q=..&format=.. • SQL query • Format: pretty, csv, json • Arrow Flight
  • 33. © 2021 InfluxData. All rights reserved. 77 | Manage • gRPC • CLI • Create database • Manage lifecycle rules • Persist to object store • Evict from memory • Load from object store (soon) • Subscriptions (soon)
  • 34. © 2021 InfluxData. All rights reserved. 83 | Road to Release • Dogfooding in production (in process) • Optimization • Memory footprint • Query execution • Recovery from object store • Available in InfluxDB Cloud (Q3) • Migration tooling • Docs, Docker builds and Cargo crate (later)
  • 35. © 2021 InfluxData. All rights reserved. 84 | Find out more • #influxdb-iox in community Slack • Tech talk every 2nd Wednesday at 8:00 AM PT (15:00 GMT) • github.com/influxdata/influxdb_iox
  • 36. Q&A