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#MDBlocal
PARIS
Best practices:
Working with IoT and Time-Series Data
Julien Contarin, Sr Solutions Architect, MongoDB
#MDBLocal
#MDBLocal
Agenda
Define time-series data
Review typical IoT Architecture
Designing time-series schemas
Query and visualize time-series data
#MDBLocal
What is time series data?
Data in an IoT Architecture
#MDBLocal
Common IoT Architecture
#MDBLocal
Common IoT Architecture
#MDBLocal
Common IoT Architecture
#MDBLocal
Common IoT Architecture
#MDBLocal
Common IoT Architecture
#MDBLocal
Common IoT Architecture
#MDBLocal
MongoDB IoT Reference Architecture
Data requirements in IoT
solution
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Data Platform Requirements
Agility Schema Flexibility
Real-time Data Archiving
Global Presence Data Protection
IoT data is a Big Data problem - Volume, Velocity, Variety
Designing time-series schemas
#MDBLocal
Breaking the relational mindset….
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MongoDB Schema Design
for Time Series data
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Effects on Document count
Per second vs Per Minute
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Effects on data storage
Per second vs Per Minute
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Effects on memory
Per second vs Per Minute
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Sample code to add to the size based bucketMongoDB Schema Design
for Time Series data
#MDBLocal
Case Study:
https://www.ampcontrolgroup.com/
Leaders in industrial electrical and electronic
engineering
Selected MongoDB for Gas-Detection Mining Application
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Case Study:
#MDBLocal
Case Study:
One Document per Device per Parameter per Hour
Pre-aggregated data updated for every update
After 3 months samples array removed
Data archived for 7 years
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Keys to successful time series applications
Know your application requirements
Writes Reads Data Retention Security
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What to do with old data
• Pre-aggregation
• Offline archival
• db.remove
• TTL Indexes
• Dropping the collection
• Online archival
• Queryable backups
• Sharding archival data
• Offload to data warehouse / S3 (Atlas Data Lake)
How to query and visualize
time-series data
#MDBLocal
Real-time Analytics
One database for operational and analytical
data
Easy to query unstructured data
MongoDB Query Language (MQL)
Aggregation Framework
#MDBLocal
Using MQL Demo
https://github.com/julienmongodb/mongodb-iot
#MDBLocal
Key takeaways
Data Platform
Document Model
Aggregation Framework
#MDBLocal
Best practices summary
Know your requirements
1 sensor reading per document works but not the most efficient
Data retention policy
Data access requirements
For very large data consider multiple collections
Faster to archive/drop collections than db.remove()
Recommended design fixed-based schema
https://www.mongodb.com/collateral/time-series-best-practices
Archive data to S3 / Atlas Data Lake for long term storage and analysis
Why MongoDB for IoT and Time-
Series Data?
THANK YOU
MongoDB .local Paris 2020: Les bonnes pratiques pour travailler avec les données IoT et Time-Series
Extra Slides
#MDBLocal
Real-time Analytics
Easily query unstructured data with Aggregation Framework
#MDBLocal
What is the largest value for a given sensor id?
db.SensorData.aggregate( [
{$match: { "sensorid":3003 }},
{$unwind: { path: '$samples' }},
{$group: { _id: ‘$date.day', MaxValue: {
$max: '$samples.val' } }},
{$sort: { "id": 1 }} ])
#MDBLocal
What is the largest value for a given sensor id?
db.SensorData.aggregate( [
{$match: { "sensorid":3003 }},
{$unwind: { path: '$samples' }},
{$group: { _id: '$day', MaxValue: { $max:
'$samples.val' } }},
{$sort: { "id": 1 }} ])
#MDBLocal
What is the largest value for a given sensor id?
db.SensorData.aggregate( [
{$match: { "sensorid":3003 }},
{$unwind: { path: '$samples' }},
{$group: { _id: '$day', MaxValue: { $max:
'$samples.val' } }},
{$sort: { "id": 1 }} ])
#MDBLocal
What is the largest value for a given sensor id?
db.SensorData.aggregate( [
{$match: { "sensorid":3003 }},
{$unwind: { path: '$samples' }},
{$group: { _id: '$day', MaxValue: { $max:
'$samples.val' } }},
{$sort: { "id": 1 }} ])
#MDBLocal
Cloud – Real-time Analytics
What is the largest value for a given sensor id?
db.SensorData.aggregate( [
{$match: { "sensorid":3003 }},
{$unwind: { path: '$samples' }},
{$group: { id: '$day', MaxValue: { $max:
'$samples.val' } }},
{$sort: { "id": 1 }} ])
{ "_id" : ISODate("2018-12-10T00:00:00Z"), "MaxValue" : 40.4 }
{ "_id" : ISODate("2018-12-11T00:00:00Z"), "MaxValue" : 40.43 }
{ "_id" : ISODate("2018-12-12T00:00:00Z"), "MaxValue" : 40.09 }
{ "_id" : ISODate("2018-12-13T00:00:00Z"), "MaxValue" : 39.7 }
…
#MDBLocal
Cloud – Visualization
MongoDB Charts
#MDBLocal
Cloud – Visualization
MongoDB BI Connector
#MDBLocal
Integration with

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