Of organizations who have invested in Big · the network, or a physical ... - Breakdowns in CO -...
Transcript of Of organizations who have invested in Big · the network, or a physical ... - Breakdowns in CO -...
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Of organizations who have invested in Big
Data capabilities, only 8% is doing anything
meaningful with their Big Data.
The rest is only using Big Data for incremental
advances.
- Gartner 2014
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Life as an ISP
Demonstration of CPEmon and CPEmap
Payoff
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Life as an ISP
Demonstration of CPEmon and CPEmap
Payoff
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“The Internet does not work”
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Is it an isolated fault?
- Or a systemic fault?
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Isolated fault
- Only one customer affected
- I.e.: Same fault-type canoccur at other customers, but are not correlated.
- Usually a local problem at the customer
- Or a mistake on Fullrate’spart
- Router hardware fail
- Defective wire/connection in customer home
- The neighbor use a microwave oven.
- Moisture in installation
- Wallplug death by vacuming(it happens more often thanyou’d think…)
Examples
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Systemic fault
- Multiple customers affected
- Typically a fault further up in the network, or a physicalproblem in the neighborhood.
- Or a big mistake on Fullrate’spart…
- Breakdowns in CO
- Cable dug over
- Lightning
- Power outages
Examples
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The ex. From before: Router hw fault. You’d normally assume it’s an unrelated event. But whatif:• Thunderstorms• Over-voltage/transients in powergrid?• Lots of new customers during short period, and all CPE’s are from same production batch?• … Remember to keep an open mind! It is very easy to miss insights due to prejudice.
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Life as an ISP
Demonstration of CPEmon and CPEmap
Payoff
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”Issues with the TV signal last night”
”We will send you a new STB”
Hmm.....DSL line looks perfect..
NPS=10
NPS=Net Promoter Score (measure of customer satisfaction)
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”The new STB didn’thelp. I still experienceproblems”
”We will send you a new router”
The DSL line still look perfect. If it is not the STB, it must be the CPE.
NPS=7
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”I want to cancelmy subscription!”
NPS=1
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We need sufficient data for analysis
- Before the fault occur, so a history/baseline can be established
and facilitate diagnostic/analysis
- During the call
- Better still, to resolve the issue before the customer
makes the call.
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• 2-week history stored with customer ID as key, so support have easy access to history for specific
customers.
• Aggregated data stored in Hadoop cluster with “infinite retention”
Approx. 2,5 billion pieces of data collected every 24 hours
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From prototype to production
MonitoringStability, Accessibility, Uptime
(CPEmon is volatile = dissapear at boot)
“Data on the data-collection”
= METADATA
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• Risc of missing group of customers
• Time consuming
• Network engineers tired
(Check typically happen at 4-5 am after hours of
work)
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03.15: Start of maintanance. 8000 customers loose connection
05.15: All customers online
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How many are affected?
(Assessing severity of problem)
Who are affected?
Precise and prompt service status updates
SMS directly to all affected customers
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Enrichment of data!
State Time
Can we merge with other informaiton?
- Technology (RK / eBSA)
- Router model
- Address ✔
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How lightning affect
DSL lines
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Merging trivial data
with geo lokation
- in realtime!
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CPEmap = Visualization
… but an algorithm never sleeps and is always vigilant
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