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The  Importance  of  Proactive  Network  

Management  in  Skype  for  Business

 

Michael  F.  Finneran

 

 

July  

15  

UC

Str

How  customers  should  consider  Nectar’s  UC  Management  Platform  components  to  support   Skype  for  Business  deployments

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Skype  for  Business  (formerly  known  as  Microsoft  Lync)  is  about  productivity.  The  powerful   combination  of  communication  and  collaboration  tools  it  incorporates  can  allow  users  to  be   more  efficient,  more  effective  and  more  connected.  All  of  that  is  predicated  on  the  assumption   that  all  of  the  network  capabilities  from  voice  and  video  to  presence,  text  and  collaboration  will   work  consistently  and  reliably  for  all  of  your  users  and  allow  them  to  complete  their  work   without  glitches  or  hassles.  No  one  is  “productive”  when  they’re  talking  to  the  help  desk.   The  nature  of  a  Skype  for  Business  deployment  makes  the  job  of  delivering  a  consistent,   enterprise-­‐grade  user  experience  (UX)  a  challenge.  Unlike  the  legacy  business  telephone   systems,  Skype  for  Business  is  a  new  type  of  unified  communications  environment.  Developed   out  of  the  Microsoft  productivity  suite,  Skype  for  Business  is  truly  a  software-­‐based  

communications  and  collaboration  platform.  While  Microsoft  provides  the  software  to  drive  it,   Skype  for  Business  depends  on  servers,  endpoints,  and  network  infrastructure  from  a  number   of  Microsoft  partners.  

The  ongoing  quality  of  the  UX  will  depend  on  all  of  those  elements  working  together  to   consistently  deliver  the  level  of  service  users  need  and  expect.  If  the  Skype  for  Business   network  doesn’t  deliver  the  reliable  functionality  users  need  to  do  their  jobs,  they  will  quickly   abandon  it  and  seek  out  other  solutions  that  will  enable  them  to  be  effective.  For  IT,  that  will   mean  wasted  resource  investment,  dwindling  ROI  and  a  badly  bruised  reputation  with  users.   Nectar’s  UC  Management  Platform  (UCMP)  with  its  in-­‐depth  quality  analysis  and  correlation   capabilities  allow  IT  administrators  to  proactively  manage  your  Skype  for  Business  deployment   to  ensure  your  users’  get  the  quality  service  they  need  every  hour  of  every  day.    

Given  the  number  of  elements  involved  and  the  penalties  for  poor  performance,  one  of  the   most  important  investments  in  a  Skype  for  Business  deployment  will  be  monitoring  tools  that   allow  IT  administrators  to  proactively  manage  service  quality,  recognize  problem  areas  in  real   time,  identify  the  root  cause  and  restore  the  service  regardless  of  what  element  is  at  fault.  The   key  word  is  ‘speed.’  The  longer  it  takes  to  identify,  isolate  and  resolve  service  problems,  the  less   trust  users  will  place  in  the  platform,  and  the  greater  incentive  they  will  have  to  search  out   alternative  solutions.  

This  paper  will  look  at  the  nature  of  the  Skype  for  Business  platform,  the  challenges  it  brings  in   network  maintenance  and  operations,  and  the  types  of  capabilities  IT  departments  should  be   looking  for  to  ensure  that  the  network  meets  user  expectations  and  the  organization  reaps  the   full  productivity  benefits  of  the  investment.    

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     Figure  1.  UCMP  Framework  for  Skype  for  Business  Deployments  

 

The  Nature  of  a  Skype  for  Business  Deployment  

A  Skype  for  Business  deployment  is  the  aggregation  of  Microsoft  provided  software  running  on   an  array  of  servers  with  cabling,  switches,  routers,  gateways,  WLANs,  session  border  controllers   (SBCs),  and  a  variety  of  endpoints  (desk  sets,  headsets,  laptops,  smartphones,  tablets,  video   devices,  etc.)  which  are  interconnected  to  network  services  from  one  or  more  service  providers.   Beyond  those  obvious  elements,  a  Skype  for  Business  network  is  also  a  unique  design  and  is   comprised  of  a  considerable  amount  of  configuration  that  interconnects  all  of  the  various   elements  to  ensure  that  they  interoperate  flawlessly  to  deliver  the  service  users  expect.     Anyone  who  has  been  involved  in  networking  knows  the  infinite  variety  of  things  that  can  go   wrong  and  lead  to  a  service  problem.  Servers  crash,  cables  get  cut,  failures  occur  in  network   services,  antennas  get  knocked  off  WLAN  access  points,  and  any  number  of  highly  complex   components  can  be  misconfigured  leading  to  quality  degradation  or  hard  outages.  The  dynamic   nature  of  network  traffic  can  also  lead  to  bandwidth  bottlenecks  that  can  be  exacerbated  by  

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‘configuration  drift’  which  can  lead  to  incorrect  quality  of  service  (QoS)  settings.  Two  or  three  of   these  problems  might  pop  up  simultaneously  making  the  job  of  diagnosing  the  problem  that   much  more  complex.  

The  goal  for  the  IT  administrators  should  be  to  identify  the  problem  and  isolate  its  cause  before   the  user  calls  the  help  desk,  possibly  while  the  user  is  still  on  the  call.  With  real  time  monitoring,   powerful  correlation  capabilities  and  the  ability  to  monitor  multi-­‐vendor  deployments,  IT  

administrators  can  see  the  path  of  a  call  all  the  way  through  the  network  and  quickly  associate   user  problems  with  events  occurring  in  the  network.  That  functionality  derives  from  a  network   and  platform  management  solution  that  can  understand  the  network  topology,  recognize  key   dependencies,  monitor  server  health,  identify  network  problems  in  real  time,  and  provide  root   cause  analysis  to  get  to  the  source.    

 

Demonstrating  ROI  

Network  and  platform  management  is  as  much  a  business  issue  as  it  is  a  technical  one.   Businesses  invest  in  UC  solutions  like  Skype  for  Business  for  what  they  can  contribute  to  the   organization  in  the  way  of  efficiency  and  productivity;  all  of  the  elements  of  the  solution  must   be  functioning  to  deliver  on  that  promise.  Typically  that  investment  is  justified  by  means  of  an   ROI  analysis.  Business  and  IT  managers  agree  on  a  set  of  key  performance  metrics  in  terms  of   user  adoption  and  the  value  of  the  efficiency  gains  that  are  achieved  (e.g.  value  of  time  saved,   additional  work  units  produced,  value  of  delivering  work  product  sooner,  etc.).  

Network  and  platform  diagnostic  and  monitoring  systems  are  a  critical  part  of  that  investment,   and  a  platform  that  automatically  correlates  network  events  with  user  experience  in  real  time   can  speed  up  recovery  and  deliver  the  lowest  total  cost  of  ownership  (TCO).  If  the  UC  services   are  not  working  or  are  not  being  used,  no  value  is  being  generated  from  the  investment.  If   users  lose  faith  in  the  solution,  usage  will  taper  off,  and  the  expected  payoff  will  not  materialize.   The  investment  in  network  management  is  essentially  the  insurance  that  the  organization  will   be  able  to  achieve  the  objectives  of  its  UC  investment.  

While  much  of  the  focus  of  network  management  is  on  finding  and  fixing  problems,  proactive   network  and  platform  management  must  look  beyond  that  to  monitor  actual  user  adoption  and   identify  the  features  and  functions  being  used.  Low  adoption  could  signal  the  need  for  

additional  training  or  it  may  be  the  result  of  users  trying  the  solution,  having  an  unsatisfactory   experience  and  losing  faith  in  the  platform.  The  result  is  that  they  find  another  (and  likely  “less   efficient”)  way  to  do  their  jobs.  In  the  end,  the  goal  is  productivity  and  making  the  organization  

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function  better  and  faster  in  this  highly  competitive  environment.  Network  and  platform   management,  monitoring  and  real-­‐time  diagnostics  is  a  key  element  in  that  equation.  

 

Proactive  Project  Lifecycle  

Network  and  platform  management  are  wound  through  the  entire  lifecycle  of  a  Skype  for   Business  deployment.  That  would  include:  

• Pre-­‐Deployment    Network  Assessment   • Pilot  Deployment  

• Full  Scale  Rollout   • Ongoing  Operations  

• Monitoring  User/Department/Business  Unit  Feature  Adoption  

• Business  Process  Integration  

   

Pre-­‐Deployment  Network  Assessment,  Pilot  and  Rollout  

Ironically,  proactive  network  and  platform  management  starts  even  before  the  UC  solution  is   implemented.  The  first  step  in  any  successful  Skype  for  Business  deployment  is  to  ensure  that   the  network  and  server  infrastructure  are  capable  of  supporting  the  traffic  that  will  be  

produced.  To  accomplish  that,  organizations  typically  run  a  network  stress  test  that  injects   synthetic  traffic  equivalent  to  or  in  excess  of  what  the  actual  deployment  will  produce  while   monitoring  the  results.  Nectar’s  Perspective  tool  provides  a  form  of    stress  testing,  allowing  you   to  confirm  the  capabilities  of  the  underlying  infrastructure,  and  validates  that  the  quality  of   service  markings  (i.e.  DSCP  settings)  are  not  being  stripped  off  in  error.  

It  is  also  critical  to  understand  dependencies  within  the  network-­‐  You  need  to  be  able  to  answer   the  question,  “If  this  goes  down,  what  else  will  be  affected?”  Nectar  addresses  this  by  offering   its  UC  Foundation  module  that  can  auto-­‐discover  your  network  inventory,  determine  the   network  topology  and  identify  those  key  network  dependencies.  The  UC  Foundation  module   creates    dependency  trees  that  are  critical  in  providing  root  cause  analysis  in  troubleshooting   network  problems  later  on.  

One  of  the  key  advantages  of  UC  Foundation  is  that  it  can  inventory  equipment  from  a  number   of  different  vendors.  Most  Skype  for  Business  deployments  will  be  in  multi-­‐vendor  

environments  at  least  for  some  period  of  time,  so  it  is  important  to  interface  with  equipment   from  the  likes  of  Cisco,  Avaya,  Sonus  and  Audio  Codes.  With  its  unique  Vendor  Knowledge  

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Modules,  the  tool  can  capture  such  things  as  system  type,  software  release,  trunks,  sets  and   even  card  inventory.  UC  Foundation  plays  a  key  role  during  this  phase  and  also  plays  a  role  in  a  

Perspective  deployment.  

While  referred  to  as    “pre-­‐assessment”,  many  organizations  continue  to  run  Perspective   throughout  the  pilot  and  the  UC  rollout.  The  synthetic  call  generation  function  allows  

administrators  to  monitor  the  quality  and  stability  of  the  network  as  they  continue  to  ramp  up.   The  tool  also  allows  you  to  recognize  configuration  drift  and  problem  conditions  like  QoS   marking  being  stripped.    Perspective  can  even  allow  you  to  keep  increasing  the  synthetic  traffic   so  you  can  see  the  volume  at  which  call  quality  starts  to  drop  off.  

 

Ongoing  Operations  

Ongoing  operations  involves  monitoring  and  reporting  on  the  health  of  networks  and  servers     and  troubleshooting  any  problems  that  may  occur.  The  goal  is  to  ensure  that  users  consistently   receive  an  enterprise-­‐grade  experience  on  all  of  the  Skype  for  Business  services  they  choose  to   use.    

Microsoft  provides  some  tools  for  monitoring  the  Skype  for  Business  software,  however  they   realize  that  other  network  and  server  management  systems  will  be  needed  to  monitor  and   maintain  the  end-­‐to-­‐end  environment.  To  that  end,  Microsoft  certified  three  vendors  including   Nectar  to  participate  in  its  IT  Pro  Tools  program,  the  goal  of  which  is  to  extend  the  reach  of  the  

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built-­‐in  management  and  monitoring  capabilities  in  Skype  for  Business  Server,  and  to  help   customers  successfully  plan,  deploy  and  operate  a  Skype  for  Business  communication   environment.    

Nectar’s  UC  Management  Platform  (UCMP)  stands  out  among  the  IT  Pro  Tools  partners  as  it  is   the  only  platform  that  can  apply  all  three  techniques  for  assessing  network  health  while   ensuring  that  the  user’s  experience  is  of    high  quality.:  

1. Analytics-­‐based  Assessment   2. Synthetic  Transactions  Assessment   3. Real  Time  Media  Analysis  

Most  UC  analysis  tools  utilize  post-­‐call  analytics-­‐based  assessment.  This  process  makes  use  of   two  important  pieces  of  data  provided  by  Skype  for  Business  Server:  the  Call  Data  Record  (CDR)   and  the  Quality  of  Experience  (QoE)  data.  The  CDR  provides  a  detailed  look  at  each  individual   call  and  includes  nearly  all  the  QoE  metrics  and  statistics  collected  by  Monitoring  Server,  such   as:  

• Call  Information  

• Caller/callee  Device  and  Signal  Metrics   • Caller/callee  Client  Event  

• Audio  Stream  (Both  directions)   • Video  Stream  (Both  directions)  

Quality  of  Experience  (QoE)  data  is  based  on  a  post-­‐call  average  report  that  is  generated  by   each  endpoint  at  the  termination  of  the  call.  That  report  provides  information  on  the  overall   quality  of  the  media  exchange  and  includes  such  metrics  as  jitter,  packet  loss,  and  round-­‐trip   delay,  and  it  provides  an  overall  assessment  of  the  average  performance  throughout  the  call.  IT   administrators  can  set  thresholds  to  differentiate  what  they  consider  ‘good  calls’  from  ‘poor   calls.’  Analytics  based  assessment  tools  then  sort  those  poor  calls  by  call  type  (cellular,  VPN,   WLAN  remote,  WLAN  in-­‐house),  internal  or  external,  by  region,  by  site,  even  by  individual  user   and  attempt  to  identify  network  elements  they  have  in  common  in  an  attempt  to  identify   network  elements  that  are  creating  problems.  

While  it  does  analytics  on  past  calls,  Nectar’s  patented  UC  Diagnostics  (UCD)  module  also   provides  real-­‐time  visibility  into  the  actual  voice/video  quality.  This  is  made  possible  by  UCD’s   unique  integration  with  the  Microsoft  Skype  for  Business  Software-­‐Defined  Networking  (SDN)   API  that  allows  real-­‐time  visibility  into  the  overall  quality  and  performance  of  the  user  

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UCD  monitors  the  network  topology  as  well  as  media  and  session  data  via  passive  taps  or  span   ports  (port  mirrors).  It  learns  network  topologies  and  the  status  of  available  network  resources   by  monitoring  network  and  IP  routing  protocols.  The  module  also  collects  session  information   by  listening  to  control  traffic  and  by  interacting  with  application  servers  and  session  control   nodes.  The  UCD  module  automatically  correlates  that  information  and  allows  IT  administrators   to  associate  network  events  to  specific  user-­‐reported  complaints  instantaneously.    

Nectar’s  Perspective   takes  those  analytics  a   step  further  by  

incorporating  a   proactive  element.   Perspective  can   generate  synthetic   transactions  (i.e.  

simulated  calls)  and  use   the  results  of  those  calls   to  measure  

performance.  IT  

administrators  configure   the  frequency  of  the   calls  and  then  use  the  QoE  data  from  those  calls  to  recognize  problems  developing  in  the   network  before  users  experience  them  and  start  calling  the  help  desk.  

All  of  these  tools  offer  dashboards  and  extensive  reporting  capabilities  that  can  give  IT  

administrators  a  detailed  ongoing  view  of  how  the  network  is  performing  and  what  areas  may   need  closer  inspection.  

 

Proactive  Troubleshooting  

There  are  two  significant  problems  with  the  post-­‐call  analysis  approach  that  most  network   monitoring  systems  rely  on  exclusively.  The  first  is  that  we  are  looking  at  the  past  rather  than   the  present.  Effectively,  the  network  has  already  failed  in  some  way  and  what  we  are  trying  to   do  is  sort  through  a  bunch  of  data,  hopefully  identify  a  cause,  and  keep  it  from  failing  again.   “Proactive”  means  you  are  dealing  with  the  present,  not  the  past.  

The  second  is  that  the  Microsoft  QoE  data  provides  a  measure  of  the  average  quality  the  user   experienced  during  the  call.  The  problem  there  is  that  the  call  could  run  perfectly  for  a  long  

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period  of  time  and  then  fail  abruptly  causing  the  user  to  disconnect.  When  the  analytics  look  at   the  long  period  of  good  performance,  the  “average”  call  quality  reported  to  IT  appears  to  be   good,  while  the  user  had  a  decidedly  different  view.      

Nectar’s  UC  Diagnostics  tool  adds  a  number  of  capabilities  that  allow  IT  administrators  to   troubleshoot  problems  proactively.  First  off,  UCD  can  monitor,  in  real  time,  session  information,   SIP  signaling,  router  control  messages  and  RTCP  data  as  well  as  the  after-­‐the-­‐fact  QoE  data.   RTCP  (the  Real  Time  Control  Protocol  )  works  in  conjunction  with  the  Real  Time  Transport   Protocol  (RTP)  that  is  used  to  carry  voice  and  video  traffic.  While  RTP  carries  the  media  (i.e.  the   encoded  voice  or  video),  throughout  the  call  each  endpoint  periodically  sends  an  RTCP  packet   that  provides  information  about  the  number  of  packets  sent  and  received.  Nectar’s  UCD  make   use  of  that  RTCP  information  to  determine  in  real  time  such  things  as  packet  loss  and  delay.   That  information  enables  UCD  to  calculate  MOS  while  the  call  is  still  in  progress.  

The  other  big  differentiator  in  network  monitoring  solutions  is  where  the  monitoring  is  

performed.  Analytics-­‐based  monitoring  systems  collect  call  performance  data  at  the  endpoints;   that  is  the  information  collected  and  stored  in  the  QoE  database.  That  approach  allows  you   capture  the  performance  of  the  entire  path,  but  if  a  problem  does  crop  up,  how  do  you  bracket   or  isolate  the  source?  To  isolate  what  portion  of  the  path  is  creating  the  problem,  you  need  the   ability  to  monitor  the  performance  at  multiple  points  along  the  path  and  note  the  monitoring   point  where  the  performance  drops.    

 

  Figure  4.  Skype  for  Business  –  Pre/Post  Network  Assessment  

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With  the  Nectar  Platform,  you  can  insert  media  analyzers  at  strategic  points  in  the  network  and   monitor  the  traffic  as  it  passes  through.  That  could  be  at  the  interface  between  the  LAN  and  the   WAN,  or  between  core  and  distribution  switches  in  the  local  network.  Being  able  to  monitor   traffic  at  multiple  points  along  the  path  allows  IT  administrators  to  quickly  bracket  a  problem  so   it  can  be  resolved.  

As  a  certified  Microsoft  Depth  Partner  under  the  SDN  API  program  for  Skype  for  Business,   Nectar’s  UCD  integrates  directly  with  the  Microsoft  Software-­‐defined  Networking  (SDN)  API.  In   effect,  the  Skype  for  Business  server  reports  the  identifying  parameters  (signaling)  of  each  call   (e.g.  endpoint  addresses,  bandwidth  requirements,  codec  type,  etc.)  directly  to  the  Nectar   Platform  allowing  it  to  identify  a  specific  call  that  is  experiencing  problems  even  though  

hundreds  of  simultaneous  calls  might  be  running  through  that  media  analyzer.  The  combination   of  multi-­‐point  real  time  monitoring  and  the  network  dependencies  allow  for  

real  time  root  cause  analysis  of  network  problems  even  before  the  user  finishes   the  call.    

Presently,    Nectar  is  the  only  Microsoft  certified  IT  Pro  Tools  Partner  that   integrates  with  the  SDN  API,  and  is  the  only  Partner  making  use  of  real  time  

media  analyzers  in  a  Skype  for  Business  environment.  And  Nectar  has  just  introduced  its  next   level  of  functionality.  The  Experience  Assurance  Module  (EAM),  jointly  developed  with  

SecureLogix  for  added  call  security,  supports  multi-­‐vendor  UC  and  integrates  UC  Management   Platform  (UCMP)  with  Cisco’s  Applications  Policy  Infrastructure-­‐  Enterprise  Module  (APIC-­‐EM).   The  EAM  will  work  across  Skype  for  Business,  Cisco  Unified  Communications  Manager  (CUCM)   and  Avaya  UC  platforms  as  well  as  SIP-­‐based  solutions  and  SBCs.  

Cisco’s  APIC-­‐EM  allows  centralized  control  of  all  Cisco  networking  infrastructure.   When  using  Skype  for  Business  over  a  Cisco  infrastructure,  Nectar’s  EAM  will   provide  “self-­‐healing”  capabilities  to  improve  users’  quality  of  experience.  By   integrating  Microsoft’s  SDN-­‐API  capabilities  with  Cisco’s  APIC-­‐EM,  Nectar’s  EAM   can:  

 

• Automatically  configure  QoS  policy  for  both  the  network  and  the  Skype  for  

Business  end-­‐points    

• Detect  calls  with  poor  voice  quality  and  take  corrective  action  in  real-­‐time  

• Remark  verified  calls  by  actively  monitoring  end-­‐point  registrations  

• Adjust  QoS  policy  for  a  specific  call  based  on  pre-­‐defined  call  characteristics  

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In  effect,  the  EAM  can  automatically  detect  problems  and  take  corrective  action  without  the   necessity  of  the  help  desk  to  take  any  action.  

 

Business  Process  Integration  

The  Skype  for  Business  capabilities  can  have  general  benefits  across  many  parts  of  the   enterprise,  however,  the  real  payoff  comes  when  those  communication  and  collaboration   capabilities  can  be  integrated  into  business  processes.  That  is  a  level  of  functionality  that   enterprises  evolve  to,  but  it  depends  on  the  adoption  of  these  capabilities  across  the   organization.  

One  of  the  key  capabilities  in  ongoing  proactive  management  of  a  Skype  for  Business   deployment  is  the  ability  to  measure  user  adoption  for  different  media  or  services.  So,  for   example,  if  IT  administrators  can  see  sites,  departments  or  user  groups  that  are  using  

enterprise  voice  but  not  using  IM,  conferencing  or  content  sharing  that  insight  can  be  used  to   better  focus  training.  This  capability  can  also  bolster  the  ROI  confirmation,  as  one  of  the  big   savings  in  a  Skype  for  Business  deployment  is  moving  conferencing  in-­‐house  thereby  reducing   the  use  of  outside  conferencing  services.  Every  Skype  for  Business  conference  is  a  direct  savings   off  the  conferencing  services  bill.  

 

Conclusion  

Skype  for  Business  has  the  potential  to  revolutionize  how  organizations  communicate  and   collaborate,  while  boosting  efficiency,  productivity  and  business  agility.  But  the  key  word  is   “potential.”  All  of  those  benefits  depend  on  users  adopting  these  capabilities  in  their  day-­‐to-­‐day   work  processes.  That  adoption  hinges  on  IT’s  ability  to  effectively  manage  the  Skype  for  

Business  environment  and  consistently  deliver  a  user  experience  that  meets  user  needs  and   expectations.  

Given  the  nature  of  the  Skype  for  Business  platform,  delivering  that  experience  will  involve   managing  and  coordinating  equipment,  software  and  network  services  from  Microsoft  and  a   number  of  its  Skype  for  Business  partners.  Users  have  choices  in  the  tools  they  use  to  do  their   jobs,  and  if  the  IT-­‐provided  tools  don’t  measure  up  to  their  expectations,  they  will  likely  seek   out  something  else  that  does.    

That  reality  reinforces  the  message  that  IT  administrators  must  stay  on  top  of  the  entire  system   including  the  network  and  servers  and  in  front  of  any  problems  that  will  inevitably  will  occur.  

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Proactive  management  with  tools  that  will  allow  problems  to  be  recognized  and  addressed  in   real  time  will  be  key  to  accomplishing  that  goal.  Skype  for  Business  is  a  superlative  platform  for   enterprise  communications  and  collaboration,  but  ensuring  the  quality  of  the  user  experience  it   delivers  will  be  a  key  responsibility  for  IT.  Nectar  is  a  trusted  Microsoft  IT  Pro  Tools  Partner  that   is  ready  to  take  the  call.  

                       

     

Nectar,  a  global  market  leader  in  providing  the  most  comprehensive  monitoring  and  diagnostics   software  solution  for  Unified  Communication  services  enables  IT  and  operation  organizations  to   proactively  ensure  the  end-­‐user  experience.  Nectar’s  flagship  offering,  the  Unified  

Communications  Management  Platform  (UCMP)  improves  visibility  and  service  delivery  across   integrated  voice,  video  and  data  application  solutions  by  providing  unique  and  critical  

performance  information.  Nectar  provides  monitoring  and  diagnostics  for  millions  of  enterprise   endpoints  to  over  1,100  enterprises  in  over  86  countries—including  some  of  the  largest  global   banking,  search  engine,  service  provider,  healthcare,  and  manufacturing  organizations  in  the   world.    Visit  www.nectarcorp.com  for  more  information.  

Figure

Figure	
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References

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