TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Internet of Things and Big Data Part
III / III: From Concept to Code
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Joint Webinar Series Webinar 1:
Vision & Use Cases Replay Webinar 2: Data Management
Requirements for the IoT Replay Webinar 3: From Concept to Code
From Concept to Code 2 Bosch SI & MongoDB Whitepaper
http://www.mongodb.com/lp/whitepaper/iot-and-big-data/ Download
your Free copy
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Todays Speakers Narayanan
Ramanathan, VP & Business Head Integrated Engineering Solutions
(APAC & MEAI) Tech Mahindra NR has been instrumental in
building a GIS, Telematics & Connected engineering business
across the globe Christian Thiemich, Project Methodology &
Architecture Bosch Software Innovations GmbH Expert for Project
Methodology and Solution Architecture focusing on development of
the agile extensions to the Bosch IoT Methodology Arthur Viegers,
Solutions Architect MongoDB Inc. Arthur is a Senior Solutions
Architect with MongoDB based in the Netherlands. He specializes in
IoT/M2M applications on MongoDB. From Concept to Code 3
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations IoT Predictions (by 2020-22) 7,1tn
IoT Solutions Revenue | IDC Some Big Numbers: 1,9tn IoT Economic
Value Add | Gartner 309bn IoT Supplier Revenue | Gartner 50bn
Connected Devices | Cisco 14bn Connected Devices | Bosch SI Some
small numbers: http://postscapes.com/internet-of-things-market-size
Peter Middleton, Gartner: By 2020, component costs will have come
down to the point that connectivity will become a standard feature,
even for processors costing less than $1 From Concept to Code
4
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Data Big data Changing data models
Real-time processing Aggregation Databases will need to address new
requirements Scalability Flexibility Analytics Unified View Source:
Machina Research 2014 From Concept to Code D 5
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Capabilities Solutions Key
Capabilities of Bosch SI Suite & MongoDB Bosch SI IoT Suite M2M
| BPM | BRM | Big Data A D C B Scale Flexibility Analytics Unified
View From Concept to Code 6
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Indoor Asset Tracking 7 TechMahindra
Track & Trace
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations End Users Nutrunner using companies
Use the T&T solution as a service Subscription fees Partners
Hardware Partners (e.g. Cisco) Option: TSP/CSP in case of GSM
Manufactures (e.g. Rexroth) Use dashboards, reports based on
subscription fees Device Data, Indoor positions, Events Enterprise
Smart Indoor Asset Tracking System Executive Dashboards Things
Nutrunner Smart ID Cards Buy Data Records IoT Solution Areas
TechMahindra Track & Trace 8
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Live Demo TechMahindra Track &
Trace 9
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Bosch Software Innovations Suite
Manufacturer OperatorCustomer Identity Management HTML5/Javascript
(Bootstrap/AngularJS) BPM - Cisco Position - Mail notification M2M
- Nutrunner drivers - Smartcards BRM -Event evaluation Third Party
Systems Payment Cisco MSE Data Bases Mongo Mongo Bosch SI PaaS
TechM/AWS ERP NEXO Nutrunner Smart Id Card TechMahindra Track &
Trace Architecture Blueprint 10
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Asset Details Page TechMahindra
Track & Trace 11
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Schema evolution Starting Point High
level version of a domain model First Draft Architectural design
for the schema Performance Optimization Modeling time series Why
& How? Scaleability by design Concepts of shard keys Schema
validation with MongoDB experts Schema validation with MongoDB
experts TechMahindra Track & Trace 12
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Schema evolution Starting Point High
level version of a domain model First Draft Architectural design
for the schema Performance Optimization Modeling time series Why
& How? Scaleability by design Concepts of shard keys
TechMahindra Track & Trace 13
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Data Model First version
TechMahindra Track & Trace 14
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Schema evolution Starting Point High
level version of a domain model First Draft Architectural design
for the schema Performance Optimization Modeling time series Why
& How? Scaleability by design Concepts of shard keys
TechMahindra Track & Trace 15
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Data Model Considered the amount of
records TechMahindra Track & Trace Many records 16
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations First Draft MongoDB Schema 17
TechMahindra Track & Trace { assetId: "NEXO 109", status:
"Online", type: "Nutrunner", serialNo : "100-210-ABC", ip:
"127.0.0.1", position: [ { x: "10", y: "40", ts:
ISODate("2014-07-03T16:03:05.000Z"), zone: "itc-1", accuracy: "20"
}, { x: "20", y: "30", ts: ISODate("2014-07-03T16:03:06.000Z"),
zone: "itc-1", accuracy: "24" }, { x: "5", y: "25", ts:
ISODate("2014-07-03T16:03:07.000Z"), zone: "itc-1", accuracy: "22"
} ] }
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Schema evolution Starting Point High
level version of a domain model First Draft Architectural design
for the schema Performance Optimization Modeling time series Why
& How? Scaleability by design Concepts of shard keys
TechMahindra Track & Trace 18
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Time series schema design goal Store
event data Support Analytical Queries Find best compromise of: -
Memory utilization - Write performance - Read/Analytical Query
Performance Accomplish with realistic amount of hardware
Performance Optimization 19
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Time series schema design
considerations Document per event Document per minute (average)
Document per minute (second) Document per hour Performance
Optimization 20
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations { deviceId: "Test123", timestamp:
ISODate("2014-07-03T22:07:38.000Z"), temperature: 21 } Document per
event Relational-centric approach Insert-driven workload
Performance Optimization 21
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Document per minute (average)
Pre-aggregate to compute average per minute more easily
Update-driven workload Resolution at the minute level { deviceId:
"Test123", timestamp: ISODate("2014-07-03T22:07:00.000Z"),
temperature_num: 18, temperature_sum: 357 } Performance
Optimization 22
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Document per minute (by second)
Store per-second data at the minute level Update-driven workload
Pre-allocate structure to avoid document moves { deviceId:
"Test123", timestamp: ISODate("2014-07-03T22:07:00.000Z"),
temperature: { 0: 18, 1: 18, , 58: 21, 59: 21 } } Performance
Optimization 23
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Document per hour (by second) Store
per-second data at the hourly level Update-driven workload
Pre-allocate structure to avoid document moves Updating last second
requires 3599 steps { deviceId: "Test123", timestamp:
ISODate("2014-07-03T22:00:00.000Z"), temperature: { 0: 18, 1: 18, ,
3598: 20, 3599: 20 } } Performance Optimization 24
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Document per hour (by second) Store
per-second data at the hourly level with nesting Update-driven
workload Pre-allocate structure to avoid document moves Updating
last second requires 59 + 59 steps { deviceId: "Test123",
timestamp: ISODate("2014-07-07T21:00:00.000Z"), temperature: { 0: {
0: 18, , 59: 18 }, , 59: { 0: 21, , 59: 20 } } } Performance
Optimization 25
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Schema evolution Starting Point High
level version of a domain model Colored Version Architectural
design for the schema Performance Optimization Why & How?
Updated Schema Scaleability by design Concepts of shard keys
Updated Schema TechMahindra Track & Trace 27
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Why? How? Shard Keys 28
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Considerations Cardinality Write
distribution Query isolation Reliability Index locality Shard Keys
29
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Choosing a shard key for positions
collection Cardinality Write Distribution Query Isolation
Reliability Index Locality _id Doc level One shard Scatter/gather
All users affected Good hash(_id) Hash level All Shards
Scatter/gather All users affected Poor assetId Many docs All Shards
Targeted Some assets affected Good assetId, hour Doc level All
Shards Targeted Some assets affected Good TechMahindra Track &
Trace 30
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations What about your IoT and Big Data
ideas? Bosch SI IoT Project Validation Service
[email protected] IoT Hackathon, July 23rd, Munich:
http://www.mongodb.com/events/munich-hackathon-internet-things Get
in touch with our experts From Concept to Code Summary
TechMahindra, MongoDB and Bosch Software Innovations GmbH 2014.
All rights reserved, also regarding any disposal, exploitation,
reproduction, editing, distribution, as well as in the event of
applications for industrial property rights. TechMahindra, MongoDB
and Bosch Software Innovations Any questions? 33