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David G. Simmons / @davidgsIoT
Sensor Data in InfluxDB
© 2018 InfluxData. All rights reserved. @davidgsIoT
Where To collect your IoT Data?
•Distributed collection vs. Centralized
collection

•How is the data used

•Who uses the data
© 2018 InfluxData. All rights reserved. @davidgsIoT
Collect it in the cloud
•All data flows directly to the cloud

•Requires highly available network

–Low latency

–No down-time

•Analysis and visualization from anywhere
© 2018 InfluxData. All rights reserved. @davidgsIoT
Collect it at the edge
•Collect close to the sensor

•Unreliable back-haul network

•Local processing and analysis
© 2018 InfluxData. All rights reserved. @davidgsIoT
Distributed data collection
•Data collected at multiple collections points

•Remote collection points feed back-end
system of record

•Distributes data collection load

•More tolerant of network outages, etc.
© 2018 InfluxData. All rights reserved. @davidgsIoT
Data Layer Architecture
•Data collected at the edge, where it’s generated

•Edge collectors also capable of analysis

•Edge collectors handle local event, etc.

•Down-sampled data forwarded to backend on a
network-available basis

–Lower network costs

–More fault tolerant
© 2018 InfluxData. All rights reserved.
InfluxData

• Telegraf

• Data Collection

• InfluxDB

• Short-term storage

• Long-term storage

• Kapacitor

• Local Alerts

• System-wide alerts

• Chronograf

• Dashboards
© 2018 InfluxData. All rights reserved. @davidgsIoT
How does InfluxData help?
• Extremely efficient data collection

• High-volume data collection 

• IoT generates huge volumes of data very quickly

• Being able to ingest, analyze and query that data is key to IoT success

• Ease of Deployment

• Easy to deploy InfluxDB and the TICK stack for data collection, analysis
and action

• Very low time to value – Time To Awesome™

• Dashboards and visualization

• Easy to build useful, easy to read dashboards.
© 2018 InfluxData. All rights reserved. @davidgsIoT
© 2018 InfluxData. All rights reserved. @davidgsIoT
Monitor the Platform
© 2018 InfluxData. All rights reserved. @davidgsIoT
What is flux?
Flux is a functional data scripting and query language

• Written to be:

– Useable

– Readable

– Composeable

– Testable

– Contributable

– Shareable

• JavaScript-esque

• MIT Licensed
© 2018 InfluxData. All rights reserved. @davidgsIoT
InfluxData as the IoT Data Platform
• What is IoT Data?

– sensor@time – that’s time series data!

• IoT data MUST be

– Timely – ingestion rates and query efficiency is key

– Accurate – data integrity and platform reliability is important

– Actionable – data visualization, anomaly detection & alerting are essential

• IoT deployments are struggling to find efficient, scalable, data
platform that meets all of these criteria

• The InfluxData Platform meets them all
© 2018 InfluxData. All rights reserved. @davidgsIoT
Download and Install
• Docker:

• Run

• Setup
http://localhost:9999
docker pull quay.io/influxdb/influxdb:2.0.0-alpha
docker run --name influxdb -p 9999:9999 quay.io/influxdb/influxdb:2.0.0-alpha
© 2018 InfluxData. All rights reserved. @davidgsIoT
Download and Install
• Download MacOS:

• Download Linux

• Uncompress

• Run
tar zxvf influxdb_2.0.0-alpha.9_*.tar.gz
https://dl.influxdata.com/influxdb/releases/influxdb_2.0.0-alpha.9_darwin_amd64.tar.gz
wget https://dl.influxdata.com/influxdb/releases/influxdb_2.0.0-alpha.9_linux_amd64.tar.gz
cd influxdb_2*; ./influxd
© 2018 InfluxData. All rights reserved. @davidgsIoT
Influx 2.0 Cloud
https://cloud2.influxdata.com/beta/signup
© 2018 InfluxData. All rights reserved. @davidgsIoT
Browser Setup
© 2018 InfluxData. All rights reserved. @davidgsIoT
User Setup
© 2018 InfluxData. All rights reserved. @davidgsIoT
Quick Start!
© 2018 InfluxData. All rights reserved. @davidgsIoT
Data Collectors
© 2018 InfluxData. All rights reserved. @davidgsIoT
Telegraf Configuration
© 2018 InfluxData. All rights reserved. @davidgsIoT
System Monitoring
© 2018 InfluxData. All rights reserved. @davidgsIoT
Name Your Config
© 2018 InfluxData. All rights reserved. @davidgsIoT
Using Your Config
© 2018 InfluxData. All rights reserved. @davidgsIoT
A Word About Tokens
• As of 2.0, security is on by default

• It can’t be turned off

• All access is token-based

• Must have a token to read or write data

• Every request to InfluxDB must include the token
© 2018 InfluxData. All rights reserved. @davidgsIoT
But Wait, we didn’t install Telegraf!
© 2018 InfluxData. All rights reserved. @davidgsIoT
Install and start Telegraf
• Mac OS:

• Linux





• All
brew install telegraf; brew enable telegraf
wget -qO- https://repos.influxdata.com/influxdb.key | sudo apt-key add -
source /etc/lsb-release
echo "deb https://repos.influxdata.com/${DISTRIB_ID,,} ${DISTRIB_CODENAME} stable" | sudo tee /etc/
apt/sources.list.d/influxdb.list
export INFLUX_TOKEN=<TOKEN>
telegraf --config http://localhost:9999/api/v2/telegrafs/
© 2018 InfluxData. All rights reserved. @davidgsIoT
Starting Telegraf
© 2018 InfluxData. All rights reserved. @davidgsIoT
Pre-Built Dashboards
© 2018 InfluxData. All rights reserved. @davidgsIoT
System Dashboard
© 2018 InfluxData. All rights reserved. @davidgsIoT
Influx Metrics
© 2018 InfluxData. All rights reserved. @davidgsIoT
Writing Queries
• InfluxQL is dead

• Long live Flux!

• TICK Script is dead!

• Long live Tasks!











No one will miss TICK Script
© 2018 InfluxData. All rights reserved. @davidgsIoT
What is flux?
Flux is a functional data scripting and query language

• Written to be:

– Useable

– Readable

– Composeable

– Testable

– Contributable

– Shareable

• JavaScript-esque

• MIT Licensed
© 2018 InfluxData. All rights reserved. @davidgsIoT
Key Terms and Terminology
• Bucket: Named data source with retention policy

• Pipe-forward operator: Used to chain operation together in flux 

|>

• Table: Data is returned in annotated CSVs, represented as tables

• Group key: list of columns for which every row in the table has
the same value
© 2018 InfluxData. All rights reserved. @davidgsIoT
Flux Query Example
from(bucket:"telegraf/autogen")

|> range(start: -1h)

|> filter(fn: (r) =>

	 r.measurement == “cpu” AND

	 r.field == “usage_system” AND

r.cpu == “cpu_total”

|> yield()
© 2018 InfluxData. All rights reserved. @davidgsIoT
What is a Task?
• Written in Flux

• Run at configurable intervals

• Completes a flux query and does ‘something’ with the result
© 2018 InfluxData. All rights reserved. @davidgsIoT
Managing/Creating Tasks
© 2018 InfluxData. All rights reserved. @davidgsIoT
Writing Tasks
© 2018 InfluxData. All rights reserved. @davidgsIoT
Task Example
import "mqtt"

option task = {name: "Gas", every: 4s, offset: 4s}

from(bucket: "telegraf")

	 |> range(start: -task.every)

	 |> filter(fn: (r) => (r._measurement == "k30_reader"))

	 |> filter(fn: (r) => (r._field == "co2"))

	 |> last()

	 |> mqtt.to(

	 	 broker: "tcp://davidgs.com:8883",

	 	 topic: "gas",

	 	 clientid: "gas-flux",

	 	 format: "JSON",

	 	 valueColumns: ["_value"],

	 )
© 2018 InfluxData. All rights reserved. @davidgsIoT
Sending Data to InfluxDB
• Remember, everything needs a token!

• Using Telegraf

• Using native libraries
© 2018 InfluxData. All rights reserved. @davidgsIoT
Telegraf and MQTT
[[inputs.mqtt_consumer]]

servers = ["tcp://localhost:1883"]

qos = 0

connection_timeout = “30s"

username = “myUsername”

password = “MySecret”

topics = [ "/toNet", "/fromNet" ]

client_id = ""

data_format = "json"

insecure_skip_verify = true
© 2018 InfluxData. All rights reserved. @davidgsIoT
Arduino Native
#include <InfluxDb.h>
#define INFLUXDB_HOST “myhost.com”
#define BATCH_SIZE 10
Influxdb influx(INFLUXDB_HOST);
void setup() {
influx.setBucket("myBucket");
influx.setVersion(2);
influx.setOrg("myOrg");
influx.setPort(9999);
influx.setToken("MyLongTokenString==");
}
© 2018 InfluxData. All rights reserved. @davidgsIoT
Batch Writing
getReadings(); // read the sensors
int rssi = WiFi.RSSI();
if (batchCount >= BATCH_SIZE) {
influx.write();
batchCount = 0;
}
int power = analogRead(POWER_PIN) * 2;
InfluxData row("environment");
row.addTag("location", myName.c_str());
row.addValue("temp_c", temperature);
row.addValue("humidity", humidity);
row.addValue("pressure", pressure);
row.addValue("battery", power);
row.addValue("RSSI", rssi);
influx.prepare(row);
batchCount += 1;
@davidgsIoT
Thank You!
@davidgsIoT

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Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData

  • 1. David G. Simmons / @davidgsIoT Sensor Data in InfluxDB
  • 2. © 2018 InfluxData. All rights reserved. @davidgsIoT Where To collect your IoT Data? •Distributed collection vs. Centralized collection •How is the data used •Who uses the data
  • 3. © 2018 InfluxData. All rights reserved. @davidgsIoT Collect it in the cloud •All data flows directly to the cloud •Requires highly available network –Low latency –No down-time •Analysis and visualization from anywhere
  • 4. © 2018 InfluxData. All rights reserved. @davidgsIoT Collect it at the edge •Collect close to the sensor •Unreliable back-haul network •Local processing and analysis
  • 5. © 2018 InfluxData. All rights reserved. @davidgsIoT Distributed data collection •Data collected at multiple collections points •Remote collection points feed back-end system of record •Distributes data collection load •More tolerant of network outages, etc.
  • 6. © 2018 InfluxData. All rights reserved. @davidgsIoT Data Layer Architecture •Data collected at the edge, where it’s generated •Edge collectors also capable of analysis •Edge collectors handle local event, etc. •Down-sampled data forwarded to backend on a network-available basis –Lower network costs –More fault tolerant
  • 7. © 2018 InfluxData. All rights reserved. InfluxData • Telegraf • Data Collection • InfluxDB • Short-term storage • Long-term storage • Kapacitor • Local Alerts • System-wide alerts • Chronograf • Dashboards
  • 8. © 2018 InfluxData. All rights reserved. @davidgsIoT How does InfluxData help? • Extremely efficient data collection • High-volume data collection • IoT generates huge volumes of data very quickly • Being able to ingest, analyze and query that data is key to IoT success • Ease of Deployment • Easy to deploy InfluxDB and the TICK stack for data collection, analysis and action • Very low time to value – Time To Awesome™ • Dashboards and visualization • Easy to build useful, easy to read dashboards.
  • 9. © 2018 InfluxData. All rights reserved. @davidgsIoT
  • 10. © 2018 InfluxData. All rights reserved. @davidgsIoT Monitor the Platform
  • 11. © 2018 InfluxData. All rights reserved. @davidgsIoT What is flux? Flux is a functional data scripting and query language • Written to be: – Useable – Readable – Composeable – Testable – Contributable – Shareable • JavaScript-esque • MIT Licensed
  • 12. © 2018 InfluxData. All rights reserved. @davidgsIoT InfluxData as the IoT Data Platform • What is IoT Data? – sensor@time – that’s time series data! • IoT data MUST be – Timely – ingestion rates and query efficiency is key – Accurate – data integrity and platform reliability is important – Actionable – data visualization, anomaly detection & alerting are essential • IoT deployments are struggling to find efficient, scalable, data platform that meets all of these criteria • The InfluxData Platform meets them all
  • 13. © 2018 InfluxData. All rights reserved. @davidgsIoT Download and Install • Docker: • Run • Setup http://localhost:9999 docker pull quay.io/influxdb/influxdb:2.0.0-alpha docker run --name influxdb -p 9999:9999 quay.io/influxdb/influxdb:2.0.0-alpha
  • 14. © 2018 InfluxData. All rights reserved. @davidgsIoT Download and Install • Download MacOS: • Download Linux • Uncompress
 • Run tar zxvf influxdb_2.0.0-alpha.9_*.tar.gz https://dl.influxdata.com/influxdb/releases/influxdb_2.0.0-alpha.9_darwin_amd64.tar.gz wget https://dl.influxdata.com/influxdb/releases/influxdb_2.0.0-alpha.9_linux_amd64.tar.gz cd influxdb_2*; ./influxd
  • 15. © 2018 InfluxData. All rights reserved. @davidgsIoT Influx 2.0 Cloud https://cloud2.influxdata.com/beta/signup
  • 16. © 2018 InfluxData. All rights reserved. @davidgsIoT Browser Setup
  • 17. © 2018 InfluxData. All rights reserved. @davidgsIoT User Setup
  • 18. © 2018 InfluxData. All rights reserved. @davidgsIoT Quick Start!
  • 19. © 2018 InfluxData. All rights reserved. @davidgsIoT Data Collectors
  • 20. © 2018 InfluxData. All rights reserved. @davidgsIoT Telegraf Configuration
  • 21. © 2018 InfluxData. All rights reserved. @davidgsIoT System Monitoring
  • 22. © 2018 InfluxData. All rights reserved. @davidgsIoT Name Your Config
  • 23. © 2018 InfluxData. All rights reserved. @davidgsIoT Using Your Config
  • 24. © 2018 InfluxData. All rights reserved. @davidgsIoT A Word About Tokens • As of 2.0, security is on by default • It can’t be turned off • All access is token-based • Must have a token to read or write data • Every request to InfluxDB must include the token
  • 25. © 2018 InfluxData. All rights reserved. @davidgsIoT But Wait, we didn’t install Telegraf!
  • 26. © 2018 InfluxData. All rights reserved. @davidgsIoT Install and start Telegraf • Mac OS: • Linux
 
 
 • All brew install telegraf; brew enable telegraf wget -qO- https://repos.influxdata.com/influxdb.key | sudo apt-key add - source /etc/lsb-release echo "deb https://repos.influxdata.com/${DISTRIB_ID,,} ${DISTRIB_CODENAME} stable" | sudo tee /etc/ apt/sources.list.d/influxdb.list export INFLUX_TOKEN=<TOKEN> telegraf --config http://localhost:9999/api/v2/telegrafs/
  • 27. © 2018 InfluxData. All rights reserved. @davidgsIoT Starting Telegraf
  • 28. © 2018 InfluxData. All rights reserved. @davidgsIoT Pre-Built Dashboards
  • 29. © 2018 InfluxData. All rights reserved. @davidgsIoT System Dashboard
  • 30. © 2018 InfluxData. All rights reserved. @davidgsIoT Influx Metrics
  • 31. © 2018 InfluxData. All rights reserved. @davidgsIoT Writing Queries • InfluxQL is dead • Long live Flux! • TICK Script is dead! • Long live Tasks!
 
 
 
 
 
 No one will miss TICK Script
  • 32. © 2018 InfluxData. All rights reserved. @davidgsIoT What is flux? Flux is a functional data scripting and query language • Written to be: – Useable – Readable – Composeable – Testable – Contributable – Shareable • JavaScript-esque • MIT Licensed
  • 33. © 2018 InfluxData. All rights reserved. @davidgsIoT Key Terms and Terminology • Bucket: Named data source with retention policy • Pipe-forward operator: Used to chain operation together in flux 
 |> • Table: Data is returned in annotated CSVs, represented as tables • Group key: list of columns for which every row in the table has the same value
  • 34. © 2018 InfluxData. All rights reserved. @davidgsIoT Flux Query Example from(bucket:"telegraf/autogen") |> range(start: -1h) |> filter(fn: (r) => r.measurement == “cpu” AND r.field == “usage_system” AND r.cpu == “cpu_total” |> yield()
  • 35. © 2018 InfluxData. All rights reserved. @davidgsIoT What is a Task? • Written in Flux • Run at configurable intervals • Completes a flux query and does ‘something’ with the result
  • 36. © 2018 InfluxData. All rights reserved. @davidgsIoT Managing/Creating Tasks
  • 37. © 2018 InfluxData. All rights reserved. @davidgsIoT Writing Tasks
  • 38. © 2018 InfluxData. All rights reserved. @davidgsIoT Task Example import "mqtt" option task = {name: "Gas", every: 4s, offset: 4s} from(bucket: "telegraf") |> range(start: -task.every) |> filter(fn: (r) => (r._measurement == "k30_reader")) |> filter(fn: (r) => (r._field == "co2")) |> last() |> mqtt.to( broker: "tcp://davidgs.com:8883", topic: "gas", clientid: "gas-flux", format: "JSON", valueColumns: ["_value"], )
  • 39. © 2018 InfluxData. All rights reserved. @davidgsIoT Sending Data to InfluxDB • Remember, everything needs a token! • Using Telegraf • Using native libraries
  • 40. © 2018 InfluxData. All rights reserved. @davidgsIoT Telegraf and MQTT [[inputs.mqtt_consumer]] servers = ["tcp://localhost:1883"] qos = 0 connection_timeout = “30s" username = “myUsername” password = “MySecret” topics = [ "/toNet", "/fromNet" ] client_id = "" data_format = "json" insecure_skip_verify = true
  • 41. © 2018 InfluxData. All rights reserved. @davidgsIoT Arduino Native #include <InfluxDb.h> #define INFLUXDB_HOST “myhost.com” #define BATCH_SIZE 10 Influxdb influx(INFLUXDB_HOST); void setup() { influx.setBucket("myBucket"); influx.setVersion(2); influx.setOrg("myOrg"); influx.setPort(9999); influx.setToken("MyLongTokenString=="); }
  • 42. © 2018 InfluxData. All rights reserved. @davidgsIoT Batch Writing getReadings(); // read the sensors int rssi = WiFi.RSSI(); if (batchCount >= BATCH_SIZE) { influx.write(); batchCount = 0; } int power = analogRead(POWER_PIN) * 2; InfluxData row("environment"); row.addTag("location", myName.c_str()); row.addValue("temp_c", temperature); row.addValue("humidity", humidity); row.addValue("pressure", pressure); row.addValue("battery", power); row.addValue("RSSI", rssi); influx.prepare(row); batchCount += 1;