SlideShare a Scribd company logo
1 of 64
Facing Enterprise-specific Challenges –
Utility Programming in Hadoop
吳育儒 Fann Wu
Who am I ?
• Fann Wu 吳育儒
• Sr. Engineer, SPN, Trend Micro
• Hadoop Cluster Admin
• Splunk Cluster Admin
• Monitor Admin
• 水電工
Architecture,Operation,TroubleShooting,Automation,
Performance Turning
Agenda
• How to manage big cluster
• How to manage big Hadoop cluster
• Datacenter & AWS
How to manage big cluster
武功
• 基本心法
• 基本招式
心法
招式
無招勝有招
心法
• 將幾百台Server當做一台Server在管
• 將幾百台Server當做女朋友照顧
• Server安穩才能睡個好覺
• 放乖乖之必要
Cluster
http://www.quuxlabs.com/tutorials/running-hadoop-on-ubuntu-linux-multi-node-cluster/
招式-shellscript
實用的土炮!!!
招式-PSSH
PSSH provides parallel versions of OpenSSH and
related tools. Included are pssh, pscp, prsync,
pnuke, and pslurp.
https://code.google.com/p/parallel-ssh/
招式-SaltStack
http://saltstack.com/
招式-SaltStack
• Role:
- Salt Master
• Salt Minions
• Web UI
招式-SaltStack
• Install SaltStack from epel (CentOS 6)
招式-SaltStack
• Config SaltStack and start SaltStack service
• Master:
• Add “ interface: 192.168.50.8” to /etc/salt/master
• Minion:
• Add “master:192.168.50.8” to /etc/salt/minion
招式-SaltStack
• List Unaccepted key, Accept all key
招式-SaltStack
• You can use salt command to control the cluster
招式-SaltStack UI HALITE
Configure Management
Chef
Ansible
Puppet
Puppet Web - Foreman
Wait ………….
Where is Hadoop
How to manage Big Hadoop cluster
TrendMicro Hadoop
• Server: hundreds of Servers
• User : 2 hundred accounts
• Daily Input Data: 2TB
• Daily Jobs: hundred of jobs
27
Hadoop
as a
Service
Central
Management
Automation
Highly
Availability
Customization
We need….
Hadoop
Ecosystem
Puppet
Hadooppet
A project for deploy
Trend Micro Hadoop
distribution on a large
cluster
28
IT automation
software
So…..
CLUSTER DEPLOYMENT BY
DISTRIBUTION / ENVIRONMENT
• POC, Staging, Production
• All-in-one VM, AWS EC2 deployment
CLUSTER DEPLOYMENT
• Package installation
• Configuration adjustment
CLUSTER OPERATION
• Add new Hadoop node/client
• Account management
• Process management
SANITY CHECK
• DFSIO, YCSB , etc
• Sample Applications
Hadooppet
29
WE CAN EASILY DEPLOY HUNDREDS
OF SERVERS WITHIN ONE HOUR
Hadoop Security
Hadoop Security - Without security
• From any machine that can access hadoop
• [root@hackserver opt]# su hdfs
• [hdfs@hackserver opt]$ hadoop fs -rmr /
• Say Goodbye to your data
如有雷同純屬巧合
Hadoop Security - Kerberos
Hadoop Security - Kerberos
• Without auth
• Pass auth
Kerberos Common Problem
• Problem:Clock skew too great while getting initial
credentials
• Solution:Use date or ntpdate to sync the time
Hadoop Security – Folder Permission
• POSIX permissions
• POSIX ACLs (Access Control Lists)
Hadoop Security- More Security but still in incubation
http://docs.hortonworks.com/HDPDocuments/HDP2/HDP-2.3.0/bk_Knox_Gateway_Admin_Guide/content/ch01.html
Hadoop HA
Sleep well - HA
• Kerberos HA
• LDAP HA
• Namenode HA
• Jobtracker HA/Resourcemanger HA
• HBase HA
Mertric/Monitor tool
Without Mertric/Monitor tool
Know the present/future-Ganglia
Known the real problem-Nagios
Known the real problem-Nagios mail
Find the detail log and generate fashion report-
Splunk
Job collector
User Mapper/Reducer usage
Fail Job Summary
Cluster Mapper Usage/Pending
Cluster Reducer Usage/Pending
Other Tools
Offline Image Viewer
• Transform fsimage from binary to text
• Cat fsimage.txt
Total Number of Files for Each User
Pig
Common Datanode Decommission Process
• Add DataNodes hostnames to dfs.exclude file
• On NameNode host, run hdfs dfsadmin –refreshNodes
• Check Web UI to see whether the state has changed
to Decommission In Progress for the DataNodes being
decommissioned. (1day~2day)
• When all the DataNodes report their state
as Decommissioned, You can then shut down the
decommissioned nodes.
• Replace the crash HDD, reboot server and re-config the
HDD from Raid card. (20 mins)
• Mount the HDD
• Start Datanode service
http://docs.hortonworks.com/HDPDocuments/HDP2/HDP-2.1.5/bk_system-admin-guide/content/admin_decommission-slave-nodes-2-1.html
TrendMicro Datanode Decommission(HDD hot swap)
• Replace the crash HDD
• Stop datanode & umount the broken mount point.
(5 mins)
• Reinit the HDD from raid card setting
• Check /var/log/message , linux will auto rescan
• Mount the broken point
• Start datanode service
HBase Canary Tool
• Contributor: TrendMicro Scott Miao
• Purpose: Check every table’s first region on
regionserver
https://issues.apache.org/jira/browse/HBASE-7525
HBase Canary Tool
• Usage:
• Result
HappyBase+Thrift
• What is HappyBase
• Purpose:
- Check regionserver’s every region response time
- Check table’s every region response time
http://happybase.readthedocs.org/en/latest/
Datacenter & Aws
How we test EMR POC
If your EMR cluster running 24x7
Reduce EMR cost
• 100 nodes cost running 1 hour == 1 node running 100 hour
• AWS charge by hour
• If you don’t care about job stable, use spot instance to save
cost
• Use Reserve Instance to save cost
• Use EMR Auto Scaling
• Pilot run your Application to estimate how many machines
and size
• Get your monthly cost from aws caculator
• http://calculator.s3.amazonaws.com/index.html
Datacenter Cost by Service(Storage)
• Application Size / ((Server HDD space * 0.75)* Server Cost/2
Datacenter Cost by Service(Computing)
• ((Used Map slot + Used Reduce Slot)/(total Map slot + total Reduce
slot))* total server cost/2
#TrendInsigh
Thank you!
WE ARE HIRING! WELCOME TO JOIN TRENDMICRO!

More Related Content

What's hot

Non-Stop Hadoop for Hortonworks
Non-Stop Hadoop for Hortonworks Non-Stop Hadoop for Hortonworks
Non-Stop Hadoop for Hortonworks Hortonworks
 
Why Every NoSQL Deployment Should Be Paired with Hadoop Webinar
Why Every NoSQL Deployment Should Be Paired with Hadoop WebinarWhy Every NoSQL Deployment Should Be Paired with Hadoop Webinar
Why Every NoSQL Deployment Should Be Paired with Hadoop WebinarCloudera, Inc.
 
Discover Enterprise Security Features in Hortonworks Data Platform 2.1: Apach...
Discover Enterprise Security Features in Hortonworks Data Platform 2.1: Apach...Discover Enterprise Security Features in Hortonworks Data Platform 2.1: Apach...
Discover Enterprise Security Features in Hortonworks Data Platform 2.1: Apach...Hortonworks
 
Building a Hadoop Data Warehouse with Impala
Building a Hadoop Data Warehouse with ImpalaBuilding a Hadoop Data Warehouse with Impala
Building a Hadoop Data Warehouse with ImpalaSwiss Big Data User Group
 
A Survey of Petabyte Scale Databases and Storage Systems Deployed at Facebook
A Survey of Petabyte Scale Databases and Storage Systems Deployed at FacebookA Survey of Petabyte Scale Databases and Storage Systems Deployed at Facebook
A Survey of Petabyte Scale Databases and Storage Systems Deployed at FacebookBigDataCloud
 
SQL on Hadoop: Defining the New Generation of Analytic SQL Databases
SQL on Hadoop: Defining the New Generation of Analytic SQL DatabasesSQL on Hadoop: Defining the New Generation of Analytic SQL Databases
SQL on Hadoop: Defining the New Generation of Analytic SQL DatabasesOReillyStrata
 
Building a Big Data platform with the Hadoop ecosystem
Building a Big Data platform with the Hadoop ecosystemBuilding a Big Data platform with the Hadoop ecosystem
Building a Big Data platform with the Hadoop ecosystemGregg Barrett
 
Hadoop Security in Big-Data-as-a-Service Deployments - Presented at Hadoop Su...
Hadoop Security in Big-Data-as-a-Service Deployments - Presented at Hadoop Su...Hadoop Security in Big-Data-as-a-Service Deployments - Presented at Hadoop Su...
Hadoop Security in Big-Data-as-a-Service Deployments - Presented at Hadoop Su...Abhiraj Butala
 
Advanced Security In Hadoop Cluster
Advanced Security In Hadoop ClusterAdvanced Security In Hadoop Cluster
Advanced Security In Hadoop ClusterEdureka!
 
Overview of Big data, Hadoop and Microsoft BI - version1
Overview of Big data, Hadoop and Microsoft BI - version1Overview of Big data, Hadoop and Microsoft BI - version1
Overview of Big data, Hadoop and Microsoft BI - version1Thanh Nguyen
 
Meta scale kognitio hadoop webinar
Meta scale kognitio hadoop webinarMeta scale kognitio hadoop webinar
Meta scale kognitio hadoop webinarMichael Hiskey
 
Big Data on the Microsoft Platform
Big Data on the Microsoft PlatformBig Data on the Microsoft Platform
Big Data on the Microsoft PlatformAndrew Brust
 
HBase Status Report - Hadoop Summit Europe 2014
HBase Status Report - Hadoop Summit Europe 2014HBase Status Report - Hadoop Summit Europe 2014
HBase Status Report - Hadoop Summit Europe 2014larsgeorge
 
Overview of stinger interactive query for hive
Overview of stinger   interactive query for hiveOverview of stinger   interactive query for hive
Overview of stinger interactive query for hiveDavid Kaiser
 
Strata EU tutorial - Architectural considerations for hadoop applications
Strata EU tutorial - Architectural considerations for hadoop applicationsStrata EU tutorial - Architectural considerations for hadoop applications
Strata EU tutorial - Architectural considerations for hadoop applicationshadooparchbook
 

What's hot (20)

50 Shades of SQL
50 Shades of SQL50 Shades of SQL
50 Shades of SQL
 
Non-Stop Hadoop for Hortonworks
Non-Stop Hadoop for Hortonworks Non-Stop Hadoop for Hortonworks
Non-Stop Hadoop for Hortonworks
 
Why Every NoSQL Deployment Should Be Paired with Hadoop Webinar
Why Every NoSQL Deployment Should Be Paired with Hadoop WebinarWhy Every NoSQL Deployment Should Be Paired with Hadoop Webinar
Why Every NoSQL Deployment Should Be Paired with Hadoop Webinar
 
Discover Enterprise Security Features in Hortonworks Data Platform 2.1: Apach...
Discover Enterprise Security Features in Hortonworks Data Platform 2.1: Apach...Discover Enterprise Security Features in Hortonworks Data Platform 2.1: Apach...
Discover Enterprise Security Features in Hortonworks Data Platform 2.1: Apach...
 
Building a Hadoop Data Warehouse with Impala
Building a Hadoop Data Warehouse with ImpalaBuilding a Hadoop Data Warehouse with Impala
Building a Hadoop Data Warehouse with Impala
 
A Survey of Petabyte Scale Databases and Storage Systems Deployed at Facebook
A Survey of Petabyte Scale Databases and Storage Systems Deployed at FacebookA Survey of Petabyte Scale Databases and Storage Systems Deployed at Facebook
A Survey of Petabyte Scale Databases and Storage Systems Deployed at Facebook
 
SQL on Hadoop: Defining the New Generation of Analytic SQL Databases
SQL on Hadoop: Defining the New Generation of Analytic SQL DatabasesSQL on Hadoop: Defining the New Generation of Analytic SQL Databases
SQL on Hadoop: Defining the New Generation of Analytic SQL Databases
 
SQL on Hadoop
SQL on HadoopSQL on Hadoop
SQL on Hadoop
 
Building a Big Data platform with the Hadoop ecosystem
Building a Big Data platform with the Hadoop ecosystemBuilding a Big Data platform with the Hadoop ecosystem
Building a Big Data platform with the Hadoop ecosystem
 
Deep Learning using Spark and DL4J for fun and profit
Deep Learning using Spark and DL4J for fun and profitDeep Learning using Spark and DL4J for fun and profit
Deep Learning using Spark and DL4J for fun and profit
 
Hadoop Security in Big-Data-as-a-Service Deployments - Presented at Hadoop Su...
Hadoop Security in Big-Data-as-a-Service Deployments - Presented at Hadoop Su...Hadoop Security in Big-Data-as-a-Service Deployments - Presented at Hadoop Su...
Hadoop Security in Big-Data-as-a-Service Deployments - Presented at Hadoop Su...
 
Introduction to Hadoop Administration
Introduction to Hadoop AdministrationIntroduction to Hadoop Administration
Introduction to Hadoop Administration
 
Advanced Security In Hadoop Cluster
Advanced Security In Hadoop ClusterAdvanced Security In Hadoop Cluster
Advanced Security In Hadoop Cluster
 
Overview of Big data, Hadoop and Microsoft BI - version1
Overview of Big data, Hadoop and Microsoft BI - version1Overview of Big data, Hadoop and Microsoft BI - version1
Overview of Big data, Hadoop and Microsoft BI - version1
 
SQL Server 2012 and Big Data
SQL Server 2012 and Big DataSQL Server 2012 and Big Data
SQL Server 2012 and Big Data
 
Meta scale kognitio hadoop webinar
Meta scale kognitio hadoop webinarMeta scale kognitio hadoop webinar
Meta scale kognitio hadoop webinar
 
Big Data on the Microsoft Platform
Big Data on the Microsoft PlatformBig Data on the Microsoft Platform
Big Data on the Microsoft Platform
 
HBase Status Report - Hadoop Summit Europe 2014
HBase Status Report - Hadoop Summit Europe 2014HBase Status Report - Hadoop Summit Europe 2014
HBase Status Report - Hadoop Summit Europe 2014
 
Overview of stinger interactive query for hive
Overview of stinger   interactive query for hiveOverview of stinger   interactive query for hive
Overview of stinger interactive query for hive
 
Strata EU tutorial - Architectural considerations for hadoop applications
Strata EU tutorial - Architectural considerations for hadoop applicationsStrata EU tutorial - Architectural considerations for hadoop applications
Strata EU tutorial - Architectural considerations for hadoop applications
 

Similar to Facing enterprise specific challenges – utility programming in hadoop

Hadoop Operations - Best practices from the field
Hadoop Operations - Best practices from the fieldHadoop Operations - Best practices from the field
Hadoop Operations - Best practices from the fieldUwe Printz
 
Managing growth in Production Hadoop Deployments
Managing growth in Production Hadoop DeploymentsManaging growth in Production Hadoop Deployments
Managing growth in Production Hadoop DeploymentsDataWorks Summit
 
Infrastructure Around Hadoop
Infrastructure Around HadoopInfrastructure Around Hadoop
Infrastructure Around HadoopDataWorks Summit
 
Deployment and Management of Hadoop Clusters
Deployment and Management of Hadoop ClustersDeployment and Management of Hadoop Clusters
Deployment and Management of Hadoop ClustersAmal G Jose
 
HadoopCon- Trend Micro SPN Hadoop Overview
HadoopCon- Trend Micro SPN Hadoop OverviewHadoopCon- Trend Micro SPN Hadoop Overview
HadoopCon- Trend Micro SPN Hadoop OverviewYafang Chang
 
Big Data in Container; Hadoop Spark in Docker and Mesos
Big Data in Container; Hadoop Spark in Docker and MesosBig Data in Container; Hadoop Spark in Docker and Mesos
Big Data in Container; Hadoop Spark in Docker and MesosHeiko Loewe
 
Big data with hadoop Setup on Ubuntu 12.04
Big data with hadoop Setup on Ubuntu 12.04Big data with hadoop Setup on Ubuntu 12.04
Big data with hadoop Setup on Ubuntu 12.04Mandakini Kumari
 
Liz Quilty – Security, Scaling & High End Hosting for WordPress sites
Liz Quilty – Security, Scaling & High End Hosting for WordPress sitesLiz Quilty – Security, Scaling & High End Hosting for WordPress sites
Liz Quilty – Security, Scaling & High End Hosting for WordPress sitesWordCamp New Zealand
 
Hadoop ppt on the basics and architecture
Hadoop ppt on the basics and architectureHadoop ppt on the basics and architecture
Hadoop ppt on the basics and architecturesaipriyacoool
 
Asbury Hadoop Overview
Asbury Hadoop OverviewAsbury Hadoop Overview
Asbury Hadoop OverviewBrian Enochson
 
Distro-independent Hadoop cluster management
Distro-independent Hadoop cluster managementDistro-independent Hadoop cluster management
Distro-independent Hadoop cluster managementDataWorks Summit
 
Structor - Automated Building of Virtual Hadoop Clusters
Structor - Automated Building of Virtual Hadoop ClustersStructor - Automated Building of Virtual Hadoop Clusters
Structor - Automated Building of Virtual Hadoop ClustersOwen O'Malley
 
Trend Micro Big Data Platform and Apache Bigtop
Trend Micro Big Data Platform and Apache BigtopTrend Micro Big Data Platform and Apache Bigtop
Trend Micro Big Data Platform and Apache BigtopEvans Ye
 
Tcloud Computing Hadoop Family and Ecosystem Service 2013.Q3
Tcloud Computing Hadoop Family and Ecosystem Service 2013.Q3Tcloud Computing Hadoop Family and Ecosystem Service 2013.Q3
Tcloud Computing Hadoop Family and Ecosystem Service 2013.Q3tcloudcomputing-tw
 
OC Big Data Monthly Meetup #5 - Session 1 - Altiscale
OC Big Data Monthly Meetup #5 - Session 1 - AltiscaleOC Big Data Monthly Meetup #5 - Session 1 - Altiscale
OC Big Data Monthly Meetup #5 - Session 1 - AltiscaleBig Data Joe™ Rossi
 
Hadoop Robot from eBay at China Hadoop Summit 2015
Hadoop Robot from eBay at China Hadoop Summit 2015Hadoop Robot from eBay at China Hadoop Summit 2015
Hadoop Robot from eBay at China Hadoop Summit 2015polo li
 
Postgres & Red Hat Cluster Suite
Postgres & Red Hat Cluster SuitePostgres & Red Hat Cluster Suite
Postgres & Red Hat Cluster SuiteEDB
 

Similar to Facing enterprise specific challenges – utility programming in hadoop (20)

Hadoop Operations - Best practices from the field
Hadoop Operations - Best practices from the fieldHadoop Operations - Best practices from the field
Hadoop Operations - Best practices from the field
 
Managing growth in Production Hadoop Deployments
Managing growth in Production Hadoop DeploymentsManaging growth in Production Hadoop Deployments
Managing growth in Production Hadoop Deployments
 
Infrastructure Around Hadoop
Infrastructure Around HadoopInfrastructure Around Hadoop
Infrastructure Around Hadoop
 
Deployment and Management of Hadoop Clusters
Deployment and Management of Hadoop ClustersDeployment and Management of Hadoop Clusters
Deployment and Management of Hadoop Clusters
 
Hadoop Operations
Hadoop OperationsHadoop Operations
Hadoop Operations
 
Exp-3.pptx
Exp-3.pptxExp-3.pptx
Exp-3.pptx
 
HadoopCon- Trend Micro SPN Hadoop Overview
HadoopCon- Trend Micro SPN Hadoop OverviewHadoopCon- Trend Micro SPN Hadoop Overview
HadoopCon- Trend Micro SPN Hadoop Overview
 
Big Data in Container; Hadoop Spark in Docker and Mesos
Big Data in Container; Hadoop Spark in Docker and MesosBig Data in Container; Hadoop Spark in Docker and Mesos
Big Data in Container; Hadoop Spark in Docker and Mesos
 
Big data with hadoop Setup on Ubuntu 12.04
Big data with hadoop Setup on Ubuntu 12.04Big data with hadoop Setup on Ubuntu 12.04
Big data with hadoop Setup on Ubuntu 12.04
 
Liz Quilty – Security, Scaling & High End Hosting for WordPress sites
Liz Quilty – Security, Scaling & High End Hosting for WordPress sitesLiz Quilty – Security, Scaling & High End Hosting for WordPress sites
Liz Quilty – Security, Scaling & High End Hosting for WordPress sites
 
Hadoop ppt on the basics and architecture
Hadoop ppt on the basics and architectureHadoop ppt on the basics and architecture
Hadoop ppt on the basics and architecture
 
Asbury Hadoop Overview
Asbury Hadoop OverviewAsbury Hadoop Overview
Asbury Hadoop Overview
 
Distro-independent Hadoop cluster management
Distro-independent Hadoop cluster managementDistro-independent Hadoop cluster management
Distro-independent Hadoop cluster management
 
Structor - Automated Building of Virtual Hadoop Clusters
Structor - Automated Building of Virtual Hadoop ClustersStructor - Automated Building of Virtual Hadoop Clusters
Structor - Automated Building of Virtual Hadoop Clusters
 
Trend Micro Big Data Platform and Apache Bigtop
Trend Micro Big Data Platform and Apache BigtopTrend Micro Big Data Platform and Apache Bigtop
Trend Micro Big Data Platform and Apache Bigtop
 
Tcloud Computing Hadoop Family and Ecosystem Service 2013.Q3
Tcloud Computing Hadoop Family and Ecosystem Service 2013.Q3Tcloud Computing Hadoop Family and Ecosystem Service 2013.Q3
Tcloud Computing Hadoop Family and Ecosystem Service 2013.Q3
 
OC Big Data Monthly Meetup #5 - Session 1 - Altiscale
OC Big Data Monthly Meetup #5 - Session 1 - AltiscaleOC Big Data Monthly Meetup #5 - Session 1 - Altiscale
OC Big Data Monthly Meetup #5 - Session 1 - Altiscale
 
Hadoop Robot from eBay at China Hadoop Summit 2015
Hadoop Robot from eBay at China Hadoop Summit 2015Hadoop Robot from eBay at China Hadoop Summit 2015
Hadoop Robot from eBay at China Hadoop Summit 2015
 
Hadoop and Distributed Computing
Hadoop and Distributed ComputingHadoop and Distributed Computing
Hadoop and Distributed Computing
 
Postgres & Red Hat Cluster Suite
Postgres & Red Hat Cluster SuitePostgres & Red Hat Cluster Suite
Postgres & Red Hat Cluster Suite
 

Recently uploaded

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 

Recently uploaded (20)

EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 

Facing enterprise specific challenges – utility programming in hadoop