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Yassine LASRI - Product Manager
Septembre 26, 2019
Introducing Elastic Stack for
Telecom Analytics
2
Yassine LASRI
Product Manager - Analytics
Synapticiel (www.synapticiel.co)
Telecoms Engineer
+12, Senior Architect BSS/OSS, Analytics
Revenue Assurance & Fraud Management
@ylasri
@lasri
3
Housekeeping & Logistics
Attendees are automatically muted when joining Zoom
Ask questions for us in the Zoom chat during the webinar
Slides & Recording will be available after the webinar
Q/A will be at the end of the webinar
4
Agenda
1) Telecom Data Challenges.
2) Quick Elastic Stack Overview.
3) High Level Architecture Example.
4) Demo
5) Q/A
5
TelecomData Challenges
Network Operations
Subscribers Behavior
Complex & Diverse
Events Data Sources
Valuable
Business insights
Major Challenges
Network Optimizing
QoS & SLA, CEM
Fraud (Assurance)
Smart Marketing
Product Innovation
6
NoSQL is better at
“scaling out” than RDBMS
Issue #2 : Capex & Opex Cost
Example : Oracle's Enterprise Edition Plus Business
Intelligence Suite lists at $221,2500 per processor How do you build
Distributed
H. Scalable,
Search/Analytics
platform ?
Issue #1 : RDBMS fails to support Big Data
Scaling "out" with RDBMS is not possible
Open Source NoSQL
Elastic Stack Overview
7
8
ELASTICSEARCH
High Level Architecture
9
Anatomy of Logstash Pipeline
Multiples sources (S&U)
Network Logs
Mediation Files
Queues
Beats
RDBMS
….
Multiples Transformations
Normalization
Enrichment
Corrélations
Aggregation
Pseudonymization
….
Multiples Outputs
Files Distribution
Elasticsearch Ingest
….
10
Elastic Stack {Demo}
Demo Use Case/Context :
Generated full 24H prepaid voice charging events (Ercicsson CCN node)
Simulate medium Operator
Stages:
High Level example of logstash pipeline
Kibana data discovery, visualization & dashboarding
Elasticsearch data frames & entity-centric index (Starting version 7.3.0)
Yassine LASRI - Product Manager
Septembre 26, 2019
Webinar : Introducing Elastic
Stack for Telecom Analytics
(Q&A Session)
12
Encrypted communications (inside/outside cluster)
Built-in authentication realms & IP-based authorization
Role-based access control (Index, Document & Field level access)
Security is free, starting in
versions 6.8.0 and 7.1.0
Role-based access control (RBAC)
Access can be restricted to resources :
Indices
Aliases
Documents
Fields
Users
Cluster
13
14
X-Pack Open Code
15
Elastic Stack Features
16
Elasticsearch Scaling
16
17
Elasticsearch Resiliency/HA
PUT /cortex_ocs_data
{
"settings" : {
"index.default_pipeline": "cortex_data_ingest",
"index" : {
"number_of_shards" : 5,
"number_of_replicas" : 1,
"refresh_interval" : "10s"
}
},
"mappings": {
"properties": {
"@timestamp": {"type": "date"},
"event_id": {"type": "keyword"},
"event_type": {"type": "keyword"},
"caller_party_number": {"type": "keyword"},
"called_party_number": {"type": "keyword"},
"duration": {"type": "long"}
}
}
}
18
Elasticsearch CCR/DR
19
Elasticsearch CCR/DR
20
Elasticsearch CCR/DR
21
Elasticsearch CCR/DR
22
Analytics for The Network
Dominate Telco Deployments
In order to understand where vendors are gaining traction with
products which included Advanced analytics, AI and Automation
(A3), it is useful to look beyond the vendor PowerPoint ☺ - at
published case studies and press releases.
Main Findings
45% of the press releases/case studies related to the network
36% specifically to network management and assurance
The relative maturity of using ML in campaign management and the
reduction in hype around consumer chatbots meant that there was less
case study materials seen in this 2018/19 analysis period than might be
expected.
Increased activity was seen in field service workforce management, the
contact center and digital channels.
Source : https://charlottepatrick.uk/most-popular-a3-projects-in-2018-19/
23
Beats (Logs & Security Analytics)
Audit data Auditbeat
Log files Filebeat
Cloud data Functionbeat
Availability Heartbeat
Systemd Linux journals Journalbeat
Metrics Metricbeat
Network traffic Packetbeat
Windows event logs Winlogbeat
24
Logstash Input
25
Logstash Filter
26
Logstash Output
27
Logstash Pipeline

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Webinar elastic stack {on telecom} english webinar part (1)

  • 1. Yassine LASRI - Product Manager Septembre 26, 2019 Introducing Elastic Stack for Telecom Analytics
  • 2. 2 Yassine LASRI Product Manager - Analytics Synapticiel (www.synapticiel.co) Telecoms Engineer +12, Senior Architect BSS/OSS, Analytics Revenue Assurance & Fraud Management @ylasri @lasri
  • 3. 3 Housekeeping & Logistics Attendees are automatically muted when joining Zoom Ask questions for us in the Zoom chat during the webinar Slides & Recording will be available after the webinar Q/A will be at the end of the webinar
  • 4. 4 Agenda 1) Telecom Data Challenges. 2) Quick Elastic Stack Overview. 3) High Level Architecture Example. 4) Demo 5) Q/A
  • 5. 5 TelecomData Challenges Network Operations Subscribers Behavior Complex & Diverse Events Data Sources Valuable Business insights Major Challenges Network Optimizing QoS & SLA, CEM Fraud (Assurance) Smart Marketing Product Innovation
  • 6. 6 NoSQL is better at “scaling out” than RDBMS Issue #2 : Capex & Opex Cost Example : Oracle's Enterprise Edition Plus Business Intelligence Suite lists at $221,2500 per processor How do you build Distributed H. Scalable, Search/Analytics platform ? Issue #1 : RDBMS fails to support Big Data Scaling "out" with RDBMS is not possible Open Source NoSQL
  • 9. 9 Anatomy of Logstash Pipeline Multiples sources (S&U) Network Logs Mediation Files Queues Beats RDBMS …. Multiples Transformations Normalization Enrichment Corrélations Aggregation Pseudonymization …. Multiples Outputs Files Distribution Elasticsearch Ingest ….
  • 10. 10 Elastic Stack {Demo} Demo Use Case/Context : Generated full 24H prepaid voice charging events (Ercicsson CCN node) Simulate medium Operator Stages: High Level example of logstash pipeline Kibana data discovery, visualization & dashboarding Elasticsearch data frames & entity-centric index (Starting version 7.3.0)
  • 11. Yassine LASRI - Product Manager Septembre 26, 2019 Webinar : Introducing Elastic Stack for Telecom Analytics (Q&A Session)
  • 12. 12 Encrypted communications (inside/outside cluster) Built-in authentication realms & IP-based authorization Role-based access control (Index, Document & Field level access) Security is free, starting in versions 6.8.0 and 7.1.0
  • 13. Role-based access control (RBAC) Access can be restricted to resources : Indices Aliases Documents Fields Users Cluster 13
  • 17. 17 Elasticsearch Resiliency/HA PUT /cortex_ocs_data { "settings" : { "index.default_pipeline": "cortex_data_ingest", "index" : { "number_of_shards" : 5, "number_of_replicas" : 1, "refresh_interval" : "10s" } }, "mappings": { "properties": { "@timestamp": {"type": "date"}, "event_id": {"type": "keyword"}, "event_type": {"type": "keyword"}, "caller_party_number": {"type": "keyword"}, "called_party_number": {"type": "keyword"}, "duration": {"type": "long"} } } }
  • 22. 22 Analytics for The Network Dominate Telco Deployments In order to understand where vendors are gaining traction with products which included Advanced analytics, AI and Automation (A3), it is useful to look beyond the vendor PowerPoint ☺ - at published case studies and press releases. Main Findings 45% of the press releases/case studies related to the network 36% specifically to network management and assurance The relative maturity of using ML in campaign management and the reduction in hype around consumer chatbots meant that there was less case study materials seen in this 2018/19 analysis period than might be expected. Increased activity was seen in field service workforce management, the contact center and digital channels. Source : https://charlottepatrick.uk/most-popular-a3-projects-in-2018-19/
  • 23. 23 Beats (Logs & Security Analytics) Audit data Auditbeat Log files Filebeat Cloud data Functionbeat Availability Heartbeat Systemd Linux journals Journalbeat Metrics Metricbeat Network traffic Packetbeat Windows event logs Winlogbeat