SlideShare a Scribd company logo
Michael Hall
@mhall119
Time Series on the IoT Edge
© 2021 InfluxData. All rights reserved.
2
Michael Hall - @mhall119
Things to know
• Who I am
• Sharing what I know
• #influx-iot channel on https://www.influxdata.com/slack
• Where links from this talk will be posted
• Q&A and sharing time
Open Source Time Series Platform
InfluxDB
© 2021 InfluxData. All rights reserved.
4
Michael Hall - @mhall119
What is InfluxDB?
• Founded in 2013
• Still Open Source
• Time Series Data Platform
© 2021 InfluxData. All rights reserved.
5
Michael Hall - @mhall119
Dashboard and UI Library
© 2021 InfluxData. All rights reserved.
6
Michael Hall - @mhall119
Flux: A time series domain language
© 2021 InfluxData. All rights reserved.
7
Michael Hall - @mhall119
Onboard alerting
© 2021 InfluxData. All rights reserved.
8
Michael Hall - @mhall119
Onboard compute
© 2021 InfluxData. All rights reserved.
9
Michael Hall - @mhall119
Client Libraries
© 2021 InfluxData. All rights reserved.
10
Michael Hall - @mhall119
Code editor extensions
© 2021 InfluxData. All rights reserved.
11
Michael Hall - @mhall119
APIs
© 2021 InfluxData. All rights reserved.
12
© 2021 InfluxData. All rights reserved.
13
Michael Hall - @mhall119
InfluxDB Templates
Open Source Data Collection
Telegraf
© 2021 InfluxData. All rights reserved.
15
Michael Hall - @mhall119
What is Telegraf?
• Started in 2015
• Open Source
• Source and destination agnostic
• Plugin based architecture
© 2021 InfluxData. All rights reserved.
16
Michael Hall - @mhall119
Input Plugins
© 2021 InfluxData. All rights reserved.
17
Michael Hall - @mhall119
Output plugins
© 2021 InfluxData. All rights reserved.
18
Michael Hall - @mhall119
Processor Plugins
Where does InfluxDB fit in?
Time Series Edge Stacks
© 2021 InfluxData. All rights reserved.
20
Michael Hall - @mhall119
3 Layers of IoT
© 2021 InfluxData. All rights reserved.
21
On Devices
© 2021 InfluxData. All rights reserved.
22
Michael Hall - @mhall119
The Environment
• Many instances
• Limited resources
• Mostly ARM64
• Binary or Distro Package
• Write > Read
© 2021 InfluxData. All rights reserved.
23
Michael Hall - @mhall119
The Time Series Use Case
• Local retention
• React to threshold crossing
• Perform anomaly detection
© 2021 InfluxData. All rights reserved.
24
Michael Hall - @mhall119
The Stacks
• Telegraf + InfluxDB
• Client Library + InfluxDB
• API + InfluxDB
© 2021 InfluxData. All rights reserved.
25
In the Cloud
© 2021 InfluxData. All rights reserved.
26
Michael Hall - @mhall119
The Environment
• Public/Private/on-prem
• One scalable instance
• x86_64 (but, some ARM64)
• Docker Container or Distro Package
• SaaS (InfluxDB Cloud)
• Read > Write
© 2021 InfluxData. All rights reserved.
27
Michael Hall - @mhall119
The Time Series Use Case
• Analyze data from everywhere (ML or AI)
• Integrate with adjacent services like BI
• Visualize & deliver data to users
© 2021 InfluxData. All rights reserved.
28
Michael Hall - @mhall119
The Stacks
• Inbound Stack:
– Foglamp/Fledge
– EdgeX Foundry
– Eclipse Ditto
– Telegraf
• Outbound Stack:
– Grafana
– Python + Pandas
– Node.js + React + Giraffe
© 2021 InfluxData. All rights reserved.
29
On the Edge
© 2021 InfluxData. All rights reserved.
30
Michael Hall - @mhall119
The Environment
• Handful of instances
• Equivalent of a small PC
• Intermittent connectivity
• Distro Package, Docker Container, Snaps, EVE
• Read == Write
© 2021 InfluxData. All rights reserved.
31
Michael Hall - @mhall119
The Time Series Use Case
• Collect & aggregate data from many devices
• Alert on device failure or threshold crossing
• Downsample
• Store & forward
• Local visualizations
© 2021 InfluxData. All rights reserved.
32
Michael Hall - @mhall119
The Stacks
• TIG
• TIGUITTO
• Client Library + InfluxDB
• EdgeX + InfluxDB + Grafana
• AWS Greengrass + InfluxDB + Grafana
• Azure IoT + InfluxDB + Grafana
Thank You
© 2021 InfluxData. All rights reserved.
34
Michael Hall - @mhall119
InfluxData Links
• Influx Community Slack
• https://www.influxdata.com/slack
• Influx Community Forums
• https://community.influxdata.com/
• InfluxDB code
• https://github.com/influxdata/influxdb
• Telegraf code
• https://github.com/influxdata/telegraf
• Helm Charts
• https://github.com/influxdata/helm-charts
• Flux LSP
• https://github.com/influxdata/flux-lsp
• Community Templates
• https://github.com/influxdata/community-templates
© 2021 InfluxData. All rights reserved.
35
Michael Hall - @mhall119
Stack Links, part 1
• Tiquitto
• https://github.com/shantanoo-desai/tiguitto
• LFEdge/EVE
• https://github.com/shantanoo-desai/EVE-OS-tutorials/blob/master/01-Eve-Eden
-QEMU-telegraf.md
• LFEdge/EdgeX
• https://iotech.force.com/edgexpert/s/article/Using-the-Application-Service-with
-Influx-DB
• Eclipse IoT/Ditto
• https://www.eclipse.org/ditto/advanced-data-by-pass.html
© 2021 InfluxData. All rights reserved.
36
Michael Hall - @mhall119
Stack Links, part 2
• AWS Greengrass
• https://aws.amazon.com/blogs/opensource/how-to-use-influxdb-and-grafana-t
o-visualize-ml-output-with-aws-iot-greengrass/
• Azure IOT
• https://github.com/Azure-Samples/iot-edge-influxdb-grafana/blob/master/docu
mentation/influxdb_README.md
• Particle
• https://docs.particle.io/tutorials/integrations/influxdata/
© 2021 InfluxData. All rights reserved.
37
Michael Hall - @mhall119
Time Series tech stacks for the IoT Edge
No matter what type of IoT devices you have, or what your use
case is for them, you’re going to end up producing a lot of time
series data. What you use to handle it is going to be as important
to your success as the code you write yourself.
This talk will evaluate the available open source tools for the
collection, activation, transmission and visualization of time
series data on the IoT Edge, and demonstrate how to use them,
together with InfluxDB, to solve various use cases for the Internet
of Things.

More Related Content

What's hot

How to Use Telegraf and Its Plugin Ecosystem
How to Use Telegraf and Its Plugin EcosystemHow to Use Telegraf and Its Plugin Ecosystem
How to Use Telegraf and Its Plugin Ecosystem
InfluxData
 
Virtual training intro to InfluxDB - June 2021
Virtual training  intro to InfluxDB  - June 2021Virtual training  intro to InfluxDB  - June 2021
Virtual training intro to InfluxDB - June 2021
InfluxData
 
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
InfluxData
 
InfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData Architecture for IoT | Noah Crowley | InfluxDataInfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData
 
Tim Hall and Ryan Betts [InfluxData] | InfluxDB Roadmap and Engineering Updat...
Tim Hall and Ryan Betts [InfluxData] | InfluxDB Roadmap and Engineering Updat...Tim Hall and Ryan Betts [InfluxData] | InfluxDB Roadmap and Engineering Updat...
Tim Hall and Ryan Betts [InfluxData] | InfluxDB Roadmap and Engineering Updat...
InfluxData
 
InfluxDB Community Office Hours September 2020
InfluxDB Community Office Hours September 2020 InfluxDB Community Office Hours September 2020
InfluxDB Community Office Hours September 2020
InfluxData
 
Setting Up InfluxDB for IoT by David G Simmons
Setting Up InfluxDB for IoT by David G SimmonsSetting Up InfluxDB for IoT by David G Simmons
Setting Up InfluxDB for IoT by David G Simmons
InfluxData
 
Gain Deep Visibility into APIs and Integrations with Anypoint Monitoring
Gain Deep Visibility into APIs and Integrations with Anypoint MonitoringGain Deep Visibility into APIs and Integrations with Anypoint Monitoring
Gain Deep Visibility into APIs and Integrations with Anypoint Monitoring
InfluxData
 
Monitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxDataMonitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxData
InfluxData
 
Taming the Tiger: Tips and Tricks for Using Telegraf
Taming the Tiger: Tips and Tricks for Using TelegrafTaming the Tiger: Tips and Tricks for Using Telegraf
Taming the Tiger: Tips and Tricks for Using Telegraf
InfluxData
 
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
InfluxData
 
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
InfluxData
 
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
InfluxData
 
InfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxEnterprise Architecture Patterns by Tim Hall & Sam DillardInfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxData
 
InfluxDB + Kepware: Start Monitoring Industrial Data Quickly
InfluxDB + Kepware: Start Monitoring Industrial Data QuicklyInfluxDB + Kepware: Start Monitoring Industrial Data Quickly
InfluxDB + Kepware: Start Monitoring Industrial Data Quickly
InfluxData
 
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar AasenContainer Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
InfluxData
 
Modern vSphere Monitoring and Dashboard using InfluxDB, Telegraf and Grafana
Modern vSphere Monitoring and Dashboard using InfluxDB, Telegraf and GrafanaModern vSphere Monitoring and Dashboard using InfluxDB, Telegraf and Grafana
Modern vSphere Monitoring and Dashboard using InfluxDB, Telegraf and Grafana
InfluxData
 
Why Architecting for Disaster Recovery is Important for Your Time Series Data...
Why Architecting for Disaster Recovery is Important for Your Time Series Data...Why Architecting for Disaster Recovery is Important for Your Time Series Data...
Why Architecting for Disaster Recovery is Important for Your Time Series Data...
InfluxData
 
A True Story About Database Orchestration
A True Story About Database OrchestrationA True Story About Database Orchestration
A True Story About Database Orchestration
InfluxData
 
Tim Hall [InfluxData] | InfluxDays Keynote: InfluxDB Roadmap | InfluxDays NA ...
Tim Hall [InfluxData] | InfluxDays Keynote: InfluxDB Roadmap | InfluxDays NA ...Tim Hall [InfluxData] | InfluxDays Keynote: InfluxDB Roadmap | InfluxDays NA ...
Tim Hall [InfluxData] | InfluxDays Keynote: InfluxDB Roadmap | InfluxDays NA ...
InfluxData
 

What's hot (20)

How to Use Telegraf and Its Plugin Ecosystem
How to Use Telegraf and Its Plugin EcosystemHow to Use Telegraf and Its Plugin Ecosystem
How to Use Telegraf and Its Plugin Ecosystem
 
Virtual training intro to InfluxDB - June 2021
Virtual training  intro to InfluxDB  - June 2021Virtual training  intro to InfluxDB  - June 2021
Virtual training intro to InfluxDB - June 2021
 
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
 
InfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData Architecture for IoT | Noah Crowley | InfluxDataInfluxData Architecture for IoT | Noah Crowley | InfluxData
InfluxData Architecture for IoT | Noah Crowley | InfluxData
 
Tim Hall and Ryan Betts [InfluxData] | InfluxDB Roadmap and Engineering Updat...
Tim Hall and Ryan Betts [InfluxData] | InfluxDB Roadmap and Engineering Updat...Tim Hall and Ryan Betts [InfluxData] | InfluxDB Roadmap and Engineering Updat...
Tim Hall and Ryan Betts [InfluxData] | InfluxDB Roadmap and Engineering Updat...
 
InfluxDB Community Office Hours September 2020
InfluxDB Community Office Hours September 2020 InfluxDB Community Office Hours September 2020
InfluxDB Community Office Hours September 2020
 
Setting Up InfluxDB for IoT by David G Simmons
Setting Up InfluxDB for IoT by David G SimmonsSetting Up InfluxDB for IoT by David G Simmons
Setting Up InfluxDB for IoT by David G Simmons
 
Gain Deep Visibility into APIs and Integrations with Anypoint Monitoring
Gain Deep Visibility into APIs and Integrations with Anypoint MonitoringGain Deep Visibility into APIs and Integrations with Anypoint Monitoring
Gain Deep Visibility into APIs and Integrations with Anypoint Monitoring
 
Monitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxDataMonitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxData
 
Taming the Tiger: Tips and Tricks for Using Telegraf
Taming the Tiger: Tips and Tricks for Using TelegrafTaming the Tiger: Tips and Tricks for Using Telegraf
Taming the Tiger: Tips and Tricks for Using Telegraf
 
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
 
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
 
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
 
InfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxEnterprise Architecture Patterns by Tim Hall & Sam DillardInfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
InfluxEnterprise Architecture Patterns by Tim Hall & Sam Dillard
 
InfluxDB + Kepware: Start Monitoring Industrial Data Quickly
InfluxDB + Kepware: Start Monitoring Industrial Data QuicklyInfluxDB + Kepware: Start Monitoring Industrial Data Quickly
InfluxDB + Kepware: Start Monitoring Industrial Data Quickly
 
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar AasenContainer Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
Container Monitoring Best Practices Using AWS and InfluxData by Gunnar Aasen
 
Modern vSphere Monitoring and Dashboard using InfluxDB, Telegraf and Grafana
Modern vSphere Monitoring and Dashboard using InfluxDB, Telegraf and GrafanaModern vSphere Monitoring and Dashboard using InfluxDB, Telegraf and Grafana
Modern vSphere Monitoring and Dashboard using InfluxDB, Telegraf and Grafana
 
Why Architecting for Disaster Recovery is Important for Your Time Series Data...
Why Architecting for Disaster Recovery is Important for Your Time Series Data...Why Architecting for Disaster Recovery is Important for Your Time Series Data...
Why Architecting for Disaster Recovery is Important for Your Time Series Data...
 
A True Story About Database Orchestration
A True Story About Database OrchestrationA True Story About Database Orchestration
A True Story About Database Orchestration
 
Tim Hall [InfluxData] | InfluxDays Keynote: InfluxDB Roadmap | InfluxDays NA ...
Tim Hall [InfluxData] | InfluxDays Keynote: InfluxDB Roadmap | InfluxDays NA ...Tim Hall [InfluxData] | InfluxDays Keynote: InfluxDB Roadmap | InfluxDays NA ...
Tim Hall [InfluxData] | InfluxDays Keynote: InfluxDB Roadmap | InfluxDays NA ...
 

Similar to Time Series Tech Stack for the IoT Edge

Azure Meetup Hamburg: Production-Ready Terraform Deployments on Azure
Azure Meetup Hamburg: Production-Ready Terraform Deployments on AzureAzure Meetup Hamburg: Production-Ready Terraform Deployments on Azure
Azure Meetup Hamburg: Production-Ready Terraform Deployments on Azure
Nico Meisenzahl
 
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxDataSensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
InfluxData
 
InfluxDB Live Product Training
InfluxDB Live Product TrainingInfluxDB Live Product Training
InfluxDB Live Product Training
InfluxData
 
Pushing it to the edge in IoT
Pushing it to the edge in IoTPushing it to the edge in IoT
Pushing it to the edge in IoT
J On The Beach
 
Big Data Day LA 2016/ NoSQL track - Apache Kudu: Fast Analytics on Fast Data,...
Big Data Day LA 2016/ NoSQL track - Apache Kudu: Fast Analytics on Fast Data,...Big Data Day LA 2016/ NoSQL track - Apache Kudu: Fast Analytics on Fast Data,...
Big Data Day LA 2016/ NoSQL track - Apache Kudu: Fast Analytics on Fast Data,...
Data Con LA
 
AzDevCom2021 - Bicep vs Terraform
AzDevCom2021 - Bicep vs TerraformAzDevCom2021 - Bicep vs Terraform
AzDevCom2021 - Bicep vs Terraform
Philip Welz
 
Considerations for Operating An OpenStack Cloud
Considerations for Operating An OpenStack CloudConsiderations for Operating An OpenStack Cloud
Considerations for Operating An OpenStack Cloud
Mark Voelker
 
KCD Munich 2022: How to Prevent Your Kubernetes Cluster From Being Hacked
KCD Munich 2022: How to Prevent Your Kubernetes Cluster From Being HackedKCD Munich 2022: How to Prevent Your Kubernetes Cluster From Being Hacked
KCD Munich 2022: How to Prevent Your Kubernetes Cluster From Being Hacked
Nico Meisenzahl
 
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays Virtual Exper...
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays Virtual Exper...Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays Virtual Exper...
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays Virtual Exper...
InfluxData
 
Still waiting for IPv6? Try the inlets-operator
Still waiting for IPv6? Try the inlets-operatorStill waiting for IPv6? Try the inlets-operator
Still waiting for IPv6? Try the inlets-operator
Alex Ellis
 
Considerations for Operating an OpenStack Cloud
Considerations for Operating an OpenStack CloudConsiderations for Operating an OpenStack Cloud
Considerations for Operating an OpenStack Cloud
All Things Open
 
InfluxDB 2.0: Dashboarding 101 by David G. Simmons
InfluxDB 2.0: Dashboarding 101 by David G. SimmonsInfluxDB 2.0: Dashboarding 101 by David G. Simmons
InfluxDB 2.0: Dashboarding 101 by David G. Simmons
InfluxData
 
How to Prevent Your Kubernetes Cluster From Being Hacked
How to Prevent Your Kubernetes Cluster From Being HackedHow to Prevent Your Kubernetes Cluster From Being Hacked
How to Prevent Your Kubernetes Cluster From Being Hacked
Nico Meisenzahl
 
Docker for Mac
Docker for MacDocker for Mac
Docker for Mac
Amazon Web Services
 
Scaling Your App With Docker Swarm using Terraform, Packer on Openstack
Scaling Your App With Docker Swarm using Terraform, Packer on OpenstackScaling Your App With Docker Swarm using Terraform, Packer on Openstack
Scaling Your App With Docker Swarm using Terraform, Packer on Openstack
Bobby DeVeaux, DevOps Consultant
 
Marina Svicevic, Milos Pavkovic, Mladen Maric, Vijeta Hingorani [Socialgist] ...
Marina Svicevic, Milos Pavkovic, Mladen Maric, Vijeta Hingorani [Socialgist] ...Marina Svicevic, Milos Pavkovic, Mladen Maric, Vijeta Hingorani [Socialgist] ...
Marina Svicevic, Milos Pavkovic, Mladen Maric, Vijeta Hingorani [Socialgist] ...
InfluxData
 
Containers and Big Data
Containers and Big DataContainers and Big Data
Containers and Big Data
DataWorks Summit
 
Cloud, SDN, NFV
Cloud, SDN, NFVCloud, SDN, NFV
Cloud, SDN, NFV
Igor D.C.
 
Unified Big Data Analytics: Any Stack, Any Cloud
Unified Big Data Analytics: Any Stack, Any CloudUnified Big Data Analytics: Any Stack, Any Cloud
Unified Big Data Analytics: Any Stack, Any Cloud
Alluxio, Inc.
 
Pairs OpenStack Summit Summary
Pairs OpenStack Summit SummaryPairs OpenStack Summit Summary
Pairs OpenStack Summit Summary
Guangya Liu
 

Similar to Time Series Tech Stack for the IoT Edge (20)

Azure Meetup Hamburg: Production-Ready Terraform Deployments on Azure
Azure Meetup Hamburg: Production-Ready Terraform Deployments on AzureAzure Meetup Hamburg: Production-Ready Terraform Deployments on Azure
Azure Meetup Hamburg: Production-Ready Terraform Deployments on Azure
 
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxDataSensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
 
InfluxDB Live Product Training
InfluxDB Live Product TrainingInfluxDB Live Product Training
InfluxDB Live Product Training
 
Pushing it to the edge in IoT
Pushing it to the edge in IoTPushing it to the edge in IoT
Pushing it to the edge in IoT
 
Big Data Day LA 2016/ NoSQL track - Apache Kudu: Fast Analytics on Fast Data,...
Big Data Day LA 2016/ NoSQL track - Apache Kudu: Fast Analytics on Fast Data,...Big Data Day LA 2016/ NoSQL track - Apache Kudu: Fast Analytics on Fast Data,...
Big Data Day LA 2016/ NoSQL track - Apache Kudu: Fast Analytics on Fast Data,...
 
AzDevCom2021 - Bicep vs Terraform
AzDevCom2021 - Bicep vs TerraformAzDevCom2021 - Bicep vs Terraform
AzDevCom2021 - Bicep vs Terraform
 
Considerations for Operating An OpenStack Cloud
Considerations for Operating An OpenStack CloudConsiderations for Operating An OpenStack Cloud
Considerations for Operating An OpenStack Cloud
 
KCD Munich 2022: How to Prevent Your Kubernetes Cluster From Being Hacked
KCD Munich 2022: How to Prevent Your Kubernetes Cluster From Being HackedKCD Munich 2022: How to Prevent Your Kubernetes Cluster From Being Hacked
KCD Munich 2022: How to Prevent Your Kubernetes Cluster From Being Hacked
 
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays Virtual Exper...
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays Virtual Exper...Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays Virtual Exper...
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays Virtual Exper...
 
Still waiting for IPv6? Try the inlets-operator
Still waiting for IPv6? Try the inlets-operatorStill waiting for IPv6? Try the inlets-operator
Still waiting for IPv6? Try the inlets-operator
 
Considerations for Operating an OpenStack Cloud
Considerations for Operating an OpenStack CloudConsiderations for Operating an OpenStack Cloud
Considerations for Operating an OpenStack Cloud
 
InfluxDB 2.0: Dashboarding 101 by David G. Simmons
InfluxDB 2.0: Dashboarding 101 by David G. SimmonsInfluxDB 2.0: Dashboarding 101 by David G. Simmons
InfluxDB 2.0: Dashboarding 101 by David G. Simmons
 
How to Prevent Your Kubernetes Cluster From Being Hacked
How to Prevent Your Kubernetes Cluster From Being HackedHow to Prevent Your Kubernetes Cluster From Being Hacked
How to Prevent Your Kubernetes Cluster From Being Hacked
 
Docker for Mac
Docker for MacDocker for Mac
Docker for Mac
 
Scaling Your App With Docker Swarm using Terraform, Packer on Openstack
Scaling Your App With Docker Swarm using Terraform, Packer on OpenstackScaling Your App With Docker Swarm using Terraform, Packer on Openstack
Scaling Your App With Docker Swarm using Terraform, Packer on Openstack
 
Marina Svicevic, Milos Pavkovic, Mladen Maric, Vijeta Hingorani [Socialgist] ...
Marina Svicevic, Milos Pavkovic, Mladen Maric, Vijeta Hingorani [Socialgist] ...Marina Svicevic, Milos Pavkovic, Mladen Maric, Vijeta Hingorani [Socialgist] ...
Marina Svicevic, Milos Pavkovic, Mladen Maric, Vijeta Hingorani [Socialgist] ...
 
Containers and Big Data
Containers and Big DataContainers and Big Data
Containers and Big Data
 
Cloud, SDN, NFV
Cloud, SDN, NFVCloud, SDN, NFV
Cloud, SDN, NFV
 
Unified Big Data Analytics: Any Stack, Any Cloud
Unified Big Data Analytics: Any Stack, Any CloudUnified Big Data Analytics: Any Stack, Any Cloud
Unified Big Data Analytics: Any Stack, Any Cloud
 
Pairs OpenStack Summit Summary
Pairs OpenStack Summit SummaryPairs OpenStack Summit Summary
Pairs OpenStack Summit Summary
 

More from InfluxData

Announcing InfluxDB Clustered
Announcing InfluxDB ClusteredAnnouncing InfluxDB Clustered
Announcing InfluxDB Clustered
InfluxData
 
Best Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow EcosystemBest Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow Ecosystem
InfluxData
 
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
InfluxData
 
Power Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDBPower Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDB
InfluxData
 
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
InfluxData
 
Build an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING StackBuild an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING Stack
InfluxData
 
Meet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using RustMeet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using Rust
InfluxData
 
Introducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud DedicatedIntroducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud Dedicated
InfluxData
 
Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB
InfluxData
 
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
InfluxData
 
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
InfluxData
 
Introducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage EngineIntroducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage Engine
InfluxData
 
Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena
InfluxData
 
Understanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage EngineUnderstanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage Engine
InfluxData
 
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDBStreamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
InfluxData
 
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
InfluxData
 
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
InfluxData
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
InfluxData
 
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
InfluxData
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
InfluxData
 

More from InfluxData (20)

Announcing InfluxDB Clustered
Announcing InfluxDB ClusteredAnnouncing InfluxDB Clustered
Announcing InfluxDB Clustered
 
Best Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow EcosystemBest Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow Ecosystem
 
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
 
Power Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDBPower Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDB
 
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
 
Build an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING StackBuild an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING Stack
 
Meet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using RustMeet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using Rust
 
Introducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud DedicatedIntroducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud Dedicated
 
Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB
 
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
 
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
 
Introducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage EngineIntroducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage Engine
 
Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena
 
Understanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage EngineUnderstanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage Engine
 
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDBStreamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
 
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
 
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
 
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
 

Recently uploaded

BLOCKCHAIN TECHNOLOGY - Advantages and Disadvantages
BLOCKCHAIN TECHNOLOGY - Advantages and DisadvantagesBLOCKCHAIN TECHNOLOGY - Advantages and Disadvantages
BLOCKCHAIN TECHNOLOGY - Advantages and Disadvantages
SAI KAILASH R
 
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
sunilverma7884
 
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdfAcumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
BrainSell Technologies
 
High Profile Girls Call ServiCe Hyderabad 0000000000 Tanisha Best High Class ...
High Profile Girls Call ServiCe Hyderabad 0000000000 Tanisha Best High Class ...High Profile Girls Call ServiCe Hyderabad 0000000000 Tanisha Best High Class ...
High Profile Girls Call ServiCe Hyderabad 0000000000 Tanisha Best High Class ...
aslasdfmkhan4750
 
Patch Tuesday de julio
Patch Tuesday de julioPatch Tuesday de julio
Patch Tuesday de julio
Ivanti
 
Uncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in LibrariesUncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in Libraries
Brian Pichman
 
Girls Call Churchgate 9910780858 Provide Best And Top Girl Service And No1 in...
Girls Call Churchgate 9910780858 Provide Best And Top Girl Service And No1 in...Girls Call Churchgate 9910780858 Provide Best And Top Girl Service And No1 in...
Girls Call Churchgate 9910780858 Provide Best And Top Girl Service And No1 in...
maigasapphire
 
The importance of Quality Assurance for ICT Standardization
The importance of Quality Assurance for ICT StandardizationThe importance of Quality Assurance for ICT Standardization
The importance of Quality Assurance for ICT Standardization
Axel Rennoch
 
Types of Weaving loom machine & it's technology
Types of Weaving loom machine & it's technologyTypes of Weaving loom machine & it's technology
Types of Weaving loom machine & it's technology
ldtexsolbl
 
Introduction-to-the-IAM-Platform-Implementation-Plan.pptx
Introduction-to-the-IAM-Platform-Implementation-Plan.pptxIntroduction-to-the-IAM-Platform-Implementation-Plan.pptx
Introduction-to-the-IAM-Platform-Implementation-Plan.pptx
313mohammedarshad
 
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
Priyanka Aash
 
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
Priyanka Aash
 
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
Priyanka Aash
 
Tailored CRM Software Development for Enhanced Customer Insights
Tailored CRM Software Development for Enhanced Customer InsightsTailored CRM Software Development for Enhanced Customer Insights
Tailored CRM Software Development for Enhanced Customer Insights
SynapseIndia
 
Data Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining DataData Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining Data
Safe Software
 
(CISOPlatform Summit & SACON 2024) Orientation by CISO Platform_ Using CISO P...
(CISOPlatform Summit & SACON 2024) Orientation by CISO Platform_ Using CISO P...(CISOPlatform Summit & SACON 2024) Orientation by CISO Platform_ Using CISO P...
(CISOPlatform Summit & SACON 2024) Orientation by CISO Platform_ Using CISO P...
Priyanka Aash
 
Google I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged SlidesGoogle I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged Slides
Google Developer Group - Harare
 
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-InTrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc
 
Connector Corner: Leveraging Snowflake Integration for Smarter Decision Making
Connector Corner: Leveraging Snowflake Integration for Smarter Decision MakingConnector Corner: Leveraging Snowflake Integration for Smarter Decision Making
Connector Corner: Leveraging Snowflake Integration for Smarter Decision Making
DianaGray10
 
Vertex AI Agent Builder - GDG Alicante - Julio 2024
Vertex AI Agent Builder - GDG Alicante - Julio 2024Vertex AI Agent Builder - GDG Alicante - Julio 2024
Vertex AI Agent Builder - GDG Alicante - Julio 2024
Nicolás Lopéz
 

Recently uploaded (20)

BLOCKCHAIN TECHNOLOGY - Advantages and Disadvantages
BLOCKCHAIN TECHNOLOGY - Advantages and DisadvantagesBLOCKCHAIN TECHNOLOGY - Advantages and Disadvantages
BLOCKCHAIN TECHNOLOGY - Advantages and Disadvantages
 
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
Girls call Kolkata 👀 XXXXXXXXXXX 👀 Rs.9.5 K Cash Payment With Room Delivery
 
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdfAcumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
Acumatica vs. Sage Intacct vs. NetSuite _ NOW CFO.pdf
 
High Profile Girls Call ServiCe Hyderabad 0000000000 Tanisha Best High Class ...
High Profile Girls Call ServiCe Hyderabad 0000000000 Tanisha Best High Class ...High Profile Girls Call ServiCe Hyderabad 0000000000 Tanisha Best High Class ...
High Profile Girls Call ServiCe Hyderabad 0000000000 Tanisha Best High Class ...
 
Patch Tuesday de julio
Patch Tuesday de julioPatch Tuesday de julio
Patch Tuesday de julio
 
Uncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in LibrariesUncharted Together- Navigating AI's New Frontiers in Libraries
Uncharted Together- Navigating AI's New Frontiers in Libraries
 
Girls Call Churchgate 9910780858 Provide Best And Top Girl Service And No1 in...
Girls Call Churchgate 9910780858 Provide Best And Top Girl Service And No1 in...Girls Call Churchgate 9910780858 Provide Best And Top Girl Service And No1 in...
Girls Call Churchgate 9910780858 Provide Best And Top Girl Service And No1 in...
 
The importance of Quality Assurance for ICT Standardization
The importance of Quality Assurance for ICT StandardizationThe importance of Quality Assurance for ICT Standardization
The importance of Quality Assurance for ICT Standardization
 
Types of Weaving loom machine & it's technology
Types of Weaving loom machine & it's technologyTypes of Weaving loom machine & it's technology
Types of Weaving loom machine & it's technology
 
Introduction-to-the-IAM-Platform-Implementation-Plan.pptx
Introduction-to-the-IAM-Platform-Implementation-Plan.pptxIntroduction-to-the-IAM-Platform-Implementation-Plan.pptx
Introduction-to-the-IAM-Platform-Implementation-Plan.pptx
 
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
(CISOPlatform Summit & SACON 2024) Keynote _ Power Digital Identities With AI...
 
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
(CISOPlatform Summit & SACON 2024) Cyber Insurance & Risk Quantification.pdf
 
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
(CISOPlatform Summit & SACON 2024) Digital Personal Data Protection Act.pdf
 
Tailored CRM Software Development for Enhanced Customer Insights
Tailored CRM Software Development for Enhanced Customer InsightsTailored CRM Software Development for Enhanced Customer Insights
Tailored CRM Software Development for Enhanced Customer Insights
 
Data Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining DataData Integration Basics: Merging & Joining Data
Data Integration Basics: Merging & Joining Data
 
(CISOPlatform Summit & SACON 2024) Orientation by CISO Platform_ Using CISO P...
(CISOPlatform Summit & SACON 2024) Orientation by CISO Platform_ Using CISO P...(CISOPlatform Summit & SACON 2024) Orientation by CISO Platform_ Using CISO P...
(CISOPlatform Summit & SACON 2024) Orientation by CISO Platform_ Using CISO P...
 
Google I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged SlidesGoogle I/O Extended Harare Merged Slides
Google I/O Extended Harare Merged Slides
 
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-InTrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
TrustArc Webinar - 2024 Data Privacy Trends: A Mid-Year Check-In
 
Connector Corner: Leveraging Snowflake Integration for Smarter Decision Making
Connector Corner: Leveraging Snowflake Integration for Smarter Decision MakingConnector Corner: Leveraging Snowflake Integration for Smarter Decision Making
Connector Corner: Leveraging Snowflake Integration for Smarter Decision Making
 
Vertex AI Agent Builder - GDG Alicante - Julio 2024
Vertex AI Agent Builder - GDG Alicante - Julio 2024Vertex AI Agent Builder - GDG Alicante - Julio 2024
Vertex AI Agent Builder - GDG Alicante - Julio 2024
 

Time Series Tech Stack for the IoT Edge

  • 2. © 2021 InfluxData. All rights reserved. 2 Michael Hall - @mhall119 Things to know • Who I am • Sharing what I know • #influx-iot channel on https://www.influxdata.com/slack • Where links from this talk will be posted • Q&A and sharing time
  • 3. Open Source Time Series Platform InfluxDB
  • 4. © 2021 InfluxData. All rights reserved. 4 Michael Hall - @mhall119 What is InfluxDB? • Founded in 2013 • Still Open Source • Time Series Data Platform
  • 5. © 2021 InfluxData. All rights reserved. 5 Michael Hall - @mhall119 Dashboard and UI Library
  • 6. © 2021 InfluxData. All rights reserved. 6 Michael Hall - @mhall119 Flux: A time series domain language
  • 7. © 2021 InfluxData. All rights reserved. 7 Michael Hall - @mhall119 Onboard alerting
  • 8. © 2021 InfluxData. All rights reserved. 8 Michael Hall - @mhall119 Onboard compute
  • 9. © 2021 InfluxData. All rights reserved. 9 Michael Hall - @mhall119 Client Libraries
  • 10. © 2021 InfluxData. All rights reserved. 10 Michael Hall - @mhall119 Code editor extensions
  • 11. © 2021 InfluxData. All rights reserved. 11 Michael Hall - @mhall119 APIs
  • 12. © 2021 InfluxData. All rights reserved. 12
  • 13. © 2021 InfluxData. All rights reserved. 13 Michael Hall - @mhall119 InfluxDB Templates
  • 14. Open Source Data Collection Telegraf
  • 15. © 2021 InfluxData. All rights reserved. 15 Michael Hall - @mhall119 What is Telegraf? • Started in 2015 • Open Source • Source and destination agnostic • Plugin based architecture
  • 16. © 2021 InfluxData. All rights reserved. 16 Michael Hall - @mhall119 Input Plugins
  • 17. © 2021 InfluxData. All rights reserved. 17 Michael Hall - @mhall119 Output plugins
  • 18. © 2021 InfluxData. All rights reserved. 18 Michael Hall - @mhall119 Processor Plugins
  • 19. Where does InfluxDB fit in? Time Series Edge Stacks
  • 20. © 2021 InfluxData. All rights reserved. 20 Michael Hall - @mhall119 3 Layers of IoT
  • 21. © 2021 InfluxData. All rights reserved. 21 On Devices
  • 22. © 2021 InfluxData. All rights reserved. 22 Michael Hall - @mhall119 The Environment • Many instances • Limited resources • Mostly ARM64 • Binary or Distro Package • Write > Read
  • 23. © 2021 InfluxData. All rights reserved. 23 Michael Hall - @mhall119 The Time Series Use Case • Local retention • React to threshold crossing • Perform anomaly detection
  • 24. © 2021 InfluxData. All rights reserved. 24 Michael Hall - @mhall119 The Stacks • Telegraf + InfluxDB • Client Library + InfluxDB • API + InfluxDB
  • 25. © 2021 InfluxData. All rights reserved. 25 In the Cloud
  • 26. © 2021 InfluxData. All rights reserved. 26 Michael Hall - @mhall119 The Environment • Public/Private/on-prem • One scalable instance • x86_64 (but, some ARM64) • Docker Container or Distro Package • SaaS (InfluxDB Cloud) • Read > Write
  • 27. © 2021 InfluxData. All rights reserved. 27 Michael Hall - @mhall119 The Time Series Use Case • Analyze data from everywhere (ML or AI) • Integrate with adjacent services like BI • Visualize & deliver data to users
  • 28. © 2021 InfluxData. All rights reserved. 28 Michael Hall - @mhall119 The Stacks • Inbound Stack: – Foglamp/Fledge – EdgeX Foundry – Eclipse Ditto – Telegraf • Outbound Stack: – Grafana – Python + Pandas – Node.js + React + Giraffe
  • 29. © 2021 InfluxData. All rights reserved. 29 On the Edge
  • 30. © 2021 InfluxData. All rights reserved. 30 Michael Hall - @mhall119 The Environment • Handful of instances • Equivalent of a small PC • Intermittent connectivity • Distro Package, Docker Container, Snaps, EVE • Read == Write
  • 31. © 2021 InfluxData. All rights reserved. 31 Michael Hall - @mhall119 The Time Series Use Case • Collect & aggregate data from many devices • Alert on device failure or threshold crossing • Downsample • Store & forward • Local visualizations
  • 32. © 2021 InfluxData. All rights reserved. 32 Michael Hall - @mhall119 The Stacks • TIG • TIGUITTO • Client Library + InfluxDB • EdgeX + InfluxDB + Grafana • AWS Greengrass + InfluxDB + Grafana • Azure IoT + InfluxDB + Grafana
  • 34. © 2021 InfluxData. All rights reserved. 34 Michael Hall - @mhall119 InfluxData Links • Influx Community Slack • https://www.influxdata.com/slack • Influx Community Forums • https://community.influxdata.com/ • InfluxDB code • https://github.com/influxdata/influxdb • Telegraf code • https://github.com/influxdata/telegraf • Helm Charts • https://github.com/influxdata/helm-charts • Flux LSP • https://github.com/influxdata/flux-lsp • Community Templates • https://github.com/influxdata/community-templates
  • 35. © 2021 InfluxData. All rights reserved. 35 Michael Hall - @mhall119 Stack Links, part 1 • Tiquitto • https://github.com/shantanoo-desai/tiguitto • LFEdge/EVE • https://github.com/shantanoo-desai/EVE-OS-tutorials/blob/master/01-Eve-Eden -QEMU-telegraf.md • LFEdge/EdgeX • https://iotech.force.com/edgexpert/s/article/Using-the-Application-Service-with -Influx-DB • Eclipse IoT/Ditto • https://www.eclipse.org/ditto/advanced-data-by-pass.html
  • 36. © 2021 InfluxData. All rights reserved. 36 Michael Hall - @mhall119 Stack Links, part 2 • AWS Greengrass • https://aws.amazon.com/blogs/opensource/how-to-use-influxdb-and-grafana-t o-visualize-ml-output-with-aws-iot-greengrass/ • Azure IOT • https://github.com/Azure-Samples/iot-edge-influxdb-grafana/blob/master/docu mentation/influxdb_README.md • Particle • https://docs.particle.io/tutorials/integrations/influxdata/
  • 37. © 2021 InfluxData. All rights reserved. 37 Michael Hall - @mhall119 Time Series tech stacks for the IoT Edge No matter what type of IoT devices you have, or what your use case is for them, you’re going to end up producing a lot of time series data. What you use to handle it is going to be as important to your success as the code you write yourself. This talk will evaluate the available open source tools for the collection, activation, transmission and visualization of time series data on the IoT Edge, and demonstrate how to use them, together with InfluxDB, to solve various use cases for the Internet of Things.