SlideShare a Scribd company logo
1 of 16
A presentation by
W H Inmon
LAKEHOUSE AND WAREHOUSE –
A COMPARISON
applications
ETL Data
warehouse
The data warehouse infrastructure
applications
Data
warehouse
Gender – m/f
Distance - inches
Gender – male/female
Distance - feet
Gender – 1/0
Distance - cms Gender – m/f
Distance - feet
A fundamental transformation of data occurs
Data
warehouse
Data warehouse –
subject oriented
integrated
non volatile
time variant
collection of data for management decisions
The single version of the truth
Data
warehouse
Historical data as well.
Data
warehouse
Structured, transaction based data
The data lakehouse
Machine generated data
A lot of data generated
High business value
Low business value
Some data has high business value,
much data has little business value
The data is put into a data lake
An analytical infrastructure is placed over the data
lake
The data lakehouse The data warehouse
How are the data lakehouse and the data warehouse
The same? How are they different?
The data lakehouse The data warehouse
The same -
Both exist to serve analytical processing
Both have vetted data – accurate, reliable
Both can look at data over a long period of time
Both have tame variant data
Both have data that once recorded cannot be changed
The data lakehouse The data warehouse
Different -
There is MUCH MORE data in the lakehouse
The data is fundamentally different –
warehouse data is transaction based data
lakehouse data is machine generated data
The data structures are very different
Relating the two types of data is difficult to do
The data lakehouse The data warehouse
Like cousins -
Related yet still different

More Related Content

What's hot

Delta lake and the delta architecture
Delta lake and the delta architectureDelta lake and the delta architecture
Delta lake and the delta architectureAdam Doyle
 
Intro to Delta Lake
Intro to Delta LakeIntro to Delta Lake
Intro to Delta LakeDatabricks
 
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
5 Critical Steps to Clean Your Data Swamp When Migrating Off of HadoopDatabricks
 
Modern Data architecture Design
Modern Data architecture DesignModern Data architecture Design
Modern Data architecture DesignKujambu Murugesan
 
Introduction SQL Analytics on Lakehouse Architecture
Introduction SQL Analytics on Lakehouse ArchitectureIntroduction SQL Analytics on Lakehouse Architecture
Introduction SQL Analytics on Lakehouse ArchitectureDatabricks
 
Modern Data Warehousing with the Microsoft Analytics Platform System
Modern Data Warehousing with the Microsoft Analytics Platform SystemModern Data Warehousing with the Microsoft Analytics Platform System
Modern Data Warehousing with the Microsoft Analytics Platform SystemJames Serra
 
Data Warehouse or Data Lake, Which Do I Choose?
Data Warehouse or Data Lake, Which Do I Choose?Data Warehouse or Data Lake, Which Do I Choose?
Data Warehouse or Data Lake, Which Do I Choose?DATAVERSITY
 
Databricks Delta Lake and Its Benefits
Databricks Delta Lake and Its BenefitsDatabricks Delta Lake and Its Benefits
Databricks Delta Lake and Its BenefitsDatabricks
 
Data platform modernization with Databricks.pptx
Data platform modernization with Databricks.pptxData platform modernization with Databricks.pptx
Data platform modernization with Databricks.pptxCalvinSim10
 
DW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDatabricks
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureDatabricks
 
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...HostedbyConfluent
 
Enabling a Data Mesh Architecture with Data Virtualization
Enabling a Data Mesh Architecture with Data VirtualizationEnabling a Data Mesh Architecture with Data Virtualization
Enabling a Data Mesh Architecture with Data VirtualizationDenodo
 
Architect’s Open-Source Guide for a Data Mesh Architecture
Architect’s Open-Source Guide for a Data Mesh ArchitectureArchitect’s Open-Source Guide for a Data Mesh Architecture
Architect’s Open-Source Guide for a Data Mesh ArchitectureDatabricks
 
Free Training: How to Build a Lakehouse
Free Training: How to Build a LakehouseFree Training: How to Build a Lakehouse
Free Training: How to Build a LakehouseDatabricks
 
Moving to Databricks & Delta
Moving to Databricks & DeltaMoving to Databricks & Delta
Moving to Databricks & DeltaDatabricks
 
Databricks Fundamentals
Databricks FundamentalsDatabricks Fundamentals
Databricks FundamentalsDalibor Wijas
 
Building Modern Data Platform with Microsoft Azure
Building Modern Data Platform with Microsoft AzureBuilding Modern Data Platform with Microsoft Azure
Building Modern Data Platform with Microsoft AzureDmitry Anoshin
 
Databricks: A Tool That Empowers You To Do More With Data
Databricks: A Tool That Empowers You To Do More With DataDatabricks: A Tool That Empowers You To Do More With Data
Databricks: A Tool That Empowers You To Do More With DataDatabricks
 

What's hot (20)

Delta lake and the delta architecture
Delta lake and the delta architectureDelta lake and the delta architecture
Delta lake and the delta architecture
 
Intro to Delta Lake
Intro to Delta LakeIntro to Delta Lake
Intro to Delta Lake
 
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
5 Critical Steps to Clean Your Data Swamp When Migrating Off of Hadoop
 
Lakehouse in Azure
Lakehouse in AzureLakehouse in Azure
Lakehouse in Azure
 
Modern Data architecture Design
Modern Data architecture DesignModern Data architecture Design
Modern Data architecture Design
 
Introduction SQL Analytics on Lakehouse Architecture
Introduction SQL Analytics on Lakehouse ArchitectureIntroduction SQL Analytics on Lakehouse Architecture
Introduction SQL Analytics on Lakehouse Architecture
 
Modern Data Warehousing with the Microsoft Analytics Platform System
Modern Data Warehousing with the Microsoft Analytics Platform SystemModern Data Warehousing with the Microsoft Analytics Platform System
Modern Data Warehousing with the Microsoft Analytics Platform System
 
Data Warehouse or Data Lake, Which Do I Choose?
Data Warehouse or Data Lake, Which Do I Choose?Data Warehouse or Data Lake, Which Do I Choose?
Data Warehouse or Data Lake, Which Do I Choose?
 
Databricks Delta Lake and Its Benefits
Databricks Delta Lake and Its BenefitsDatabricks Delta Lake and Its Benefits
Databricks Delta Lake and Its Benefits
 
Data platform modernization with Databricks.pptx
Data platform modernization with Databricks.pptxData platform modernization with Databricks.pptx
Data platform modernization with Databricks.pptx
 
DW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptxDW Migration Webinar-March 2022.pptx
DW Migration Webinar-March 2022.pptx
 
Modernizing to a Cloud Data Architecture
Modernizing to a Cloud Data ArchitectureModernizing to a Cloud Data Architecture
Modernizing to a Cloud Data Architecture
 
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
Standing on the Shoulders of Open-Source Giants: The Serverless Realtime Lake...
 
Enabling a Data Mesh Architecture with Data Virtualization
Enabling a Data Mesh Architecture with Data VirtualizationEnabling a Data Mesh Architecture with Data Virtualization
Enabling a Data Mesh Architecture with Data Virtualization
 
Architect’s Open-Source Guide for a Data Mesh Architecture
Architect’s Open-Source Guide for a Data Mesh ArchitectureArchitect’s Open-Source Guide for a Data Mesh Architecture
Architect’s Open-Source Guide for a Data Mesh Architecture
 
Free Training: How to Build a Lakehouse
Free Training: How to Build a LakehouseFree Training: How to Build a Lakehouse
Free Training: How to Build a Lakehouse
 
Moving to Databricks & Delta
Moving to Databricks & DeltaMoving to Databricks & Delta
Moving to Databricks & Delta
 
Databricks Fundamentals
Databricks FundamentalsDatabricks Fundamentals
Databricks Fundamentals
 
Building Modern Data Platform with Microsoft Azure
Building Modern Data Platform with Microsoft AzureBuilding Modern Data Platform with Microsoft Azure
Building Modern Data Platform with Microsoft Azure
 
Databricks: A Tool That Empowers You To Do More With Data
Databricks: A Tool That Empowers You To Do More With DataDatabricks: A Tool That Empowers You To Do More With Data
Databricks: A Tool That Empowers You To Do More With Data
 

Similar to Comparing Data Lakehouses and Warehouses

The Marriage of the Data Lake and the Data Warehouse and Why You Need Both
The Marriage of the Data Lake and the Data Warehouse and Why You Need BothThe Marriage of the Data Lake and the Data Warehouse and Why You Need Both
The Marriage of the Data Lake and the Data Warehouse and Why You Need BothAdaryl "Bob" Wakefield, MBA
 
Introduction to Data Warehousing
Introduction to Data WarehousingIntroduction to Data Warehousing
Introduction to Data WarehousingEyad Manna
 
Data Warehouse Basic Guide
Data Warehouse Basic GuideData Warehouse Basic Guide
Data Warehouse Basic Guidethomasmary607
 
Data Warehouse By Piyush
Data Warehouse By PiyushData Warehouse By Piyush
Data Warehouse By Piyushastronish
 
Introduction to Data Warehousing
Introduction to Data WarehousingIntroduction to Data Warehousing
Introduction to Data WarehousingJason S
 
TDWI Checklist Report: Active Data Archiving
TDWI Checklist Report:  Active Data ArchivingTDWI Checklist Report:  Active Data Archiving
TDWI Checklist Report: Active Data ArchivingRainStor
 
Smarter Management for Your Data Growth
Smarter Management for Your Data GrowthSmarter Management for Your Data Growth
Smarter Management for Your Data GrowthRainStor
 
Data warehouse concepts
Data warehouse conceptsData warehouse concepts
Data warehouse conceptsobieefans
 
20IT501_DWDM_PPT_Unit_I.ppt
20IT501_DWDM_PPT_Unit_I.ppt20IT501_DWDM_PPT_Unit_I.ppt
20IT501_DWDM_PPT_Unit_I.pptSamPrem3
 
Informatica and datawarehouse Material
Informatica and datawarehouse MaterialInformatica and datawarehouse Material
Informatica and datawarehouse Materialobieefans
 
Introduction to data warehousing
Introduction to data warehousingIntroduction to data warehousing
Introduction to data warehousinguncleRhyme
 
Introduction to data warehousing
Introduction to data warehousingIntroduction to data warehousing
Introduction to data warehousinguncleRhyme
 
Optimising Data Lakes for Financial Services
Optimising Data Lakes for Financial ServicesOptimising Data Lakes for Financial Services
Optimising Data Lakes for Financial ServicesAndrew Carr
 
Is the traditional data warehouse dead?
Is the traditional data warehouse dead?Is the traditional data warehouse dead?
Is the traditional data warehouse dead?James Serra
 
Dw Concepts
Dw ConceptsDw Concepts
Dw Conceptsdataware
 

Similar to Comparing Data Lakehouses and Warehouses (20)

The Marriage of the Data Lake and the Data Warehouse and Why You Need Both
The Marriage of the Data Lake and the Data Warehouse and Why You Need BothThe Marriage of the Data Lake and the Data Warehouse and Why You Need Both
The Marriage of the Data Lake and the Data Warehouse and Why You Need Both
 
Introduction to Data Warehousing
Introduction to Data WarehousingIntroduction to Data Warehousing
Introduction to Data Warehousing
 
Data warehouse
Data warehouse Data warehouse
Data warehouse
 
Data Warehouse Basic Guide
Data Warehouse Basic GuideData Warehouse Basic Guide
Data Warehouse Basic Guide
 
Data Warehouse By Piyush
Data Warehouse By PiyushData Warehouse By Piyush
Data Warehouse By Piyush
 
Chpt2.ppt
Chpt2.pptChpt2.ppt
Chpt2.ppt
 
Introduction to Data Warehousing
Introduction to Data WarehousingIntroduction to Data Warehousing
Introduction to Data Warehousing
 
TDWI Checklist Report: Active Data Archiving
TDWI Checklist Report:  Active Data ArchivingTDWI Checklist Report:  Active Data Archiving
TDWI Checklist Report: Active Data Archiving
 
Smarter Management for Your Data Growth
Smarter Management for Your Data GrowthSmarter Management for Your Data Growth
Smarter Management for Your Data Growth
 
Data warehouse concepts
Data warehouse conceptsData warehouse concepts
Data warehouse concepts
 
Presentation
PresentationPresentation
Presentation
 
20IT501_DWDM_PPT_Unit_I.ppt
20IT501_DWDM_PPT_Unit_I.ppt20IT501_DWDM_PPT_Unit_I.ppt
20IT501_DWDM_PPT_Unit_I.ppt
 
Informatica and datawarehouse Material
Informatica and datawarehouse MaterialInformatica and datawarehouse Material
Informatica and datawarehouse Material
 
Introduction to data warehousing
Introduction to data warehousingIntroduction to data warehousing
Introduction to data warehousing
 
Introduction to data warehousing
Introduction to data warehousingIntroduction to data warehousing
Introduction to data warehousing
 
Optimising Data Lakes for Financial Services
Optimising Data Lakes for Financial ServicesOptimising Data Lakes for Financial Services
Optimising Data Lakes for Financial Services
 
bi notes.docx
bi notes.docxbi notes.docx
bi notes.docx
 
Is the traditional data warehouse dead?
Is the traditional data warehouse dead?Is the traditional data warehouse dead?
Is the traditional data warehouse dead?
 
Dw Concepts
Dw ConceptsDw Concepts
Dw Concepts
 
D01 etl
D01 etlD01 etl
D01 etl
 

More from Databricks

Data Lakehouse Symposium | Day 2
Data Lakehouse Symposium | Day 2Data Lakehouse Symposium | Day 2
Data Lakehouse Symposium | Day 2Databricks
 
Democratizing Data Quality Through a Centralized Platform
Democratizing Data Quality Through a Centralized PlatformDemocratizing Data Quality Through a Centralized Platform
Democratizing Data Quality Through a Centralized PlatformDatabricks
 
Why APM Is Not the Same As ML Monitoring
Why APM Is Not the Same As ML MonitoringWhy APM Is Not the Same As ML Monitoring
Why APM Is Not the Same As ML MonitoringDatabricks
 
The Function, the Context, and the Data—Enabling ML Ops at Stitch Fix
The Function, the Context, and the Data—Enabling ML Ops at Stitch FixThe Function, the Context, and the Data—Enabling ML Ops at Stitch Fix
The Function, the Context, and the Data—Enabling ML Ops at Stitch FixDatabricks
 
Stage Level Scheduling Improving Big Data and AI Integration
Stage Level Scheduling Improving Big Data and AI IntegrationStage Level Scheduling Improving Big Data and AI Integration
Stage Level Scheduling Improving Big Data and AI IntegrationDatabricks
 
Simplify Data Conversion from Spark to TensorFlow and PyTorch
Simplify Data Conversion from Spark to TensorFlow and PyTorchSimplify Data Conversion from Spark to TensorFlow and PyTorch
Simplify Data Conversion from Spark to TensorFlow and PyTorchDatabricks
 
Scaling your Data Pipelines with Apache Spark on Kubernetes
Scaling your Data Pipelines with Apache Spark on KubernetesScaling your Data Pipelines with Apache Spark on Kubernetes
Scaling your Data Pipelines with Apache Spark on KubernetesDatabricks
 
Scaling and Unifying SciKit Learn and Apache Spark Pipelines
Scaling and Unifying SciKit Learn and Apache Spark PipelinesScaling and Unifying SciKit Learn and Apache Spark Pipelines
Scaling and Unifying SciKit Learn and Apache Spark PipelinesDatabricks
 
Sawtooth Windows for Feature Aggregations
Sawtooth Windows for Feature AggregationsSawtooth Windows for Feature Aggregations
Sawtooth Windows for Feature AggregationsDatabricks
 
Redis + Apache Spark = Swiss Army Knife Meets Kitchen Sink
Redis + Apache Spark = Swiss Army Knife Meets Kitchen SinkRedis + Apache Spark = Swiss Army Knife Meets Kitchen Sink
Redis + Apache Spark = Swiss Army Knife Meets Kitchen SinkDatabricks
 
Re-imagine Data Monitoring with whylogs and Spark
Re-imagine Data Monitoring with whylogs and SparkRe-imagine Data Monitoring with whylogs and Spark
Re-imagine Data Monitoring with whylogs and SparkDatabricks
 
Raven: End-to-end Optimization of ML Prediction Queries
Raven: End-to-end Optimization of ML Prediction QueriesRaven: End-to-end Optimization of ML Prediction Queries
Raven: End-to-end Optimization of ML Prediction QueriesDatabricks
 
Processing Large Datasets for ADAS Applications using Apache Spark
Processing Large Datasets for ADAS Applications using Apache SparkProcessing Large Datasets for ADAS Applications using Apache Spark
Processing Large Datasets for ADAS Applications using Apache SparkDatabricks
 
Massive Data Processing in Adobe Using Delta Lake
Massive Data Processing in Adobe Using Delta LakeMassive Data Processing in Adobe Using Delta Lake
Massive Data Processing in Adobe Using Delta LakeDatabricks
 
Machine Learning CI/CD for Email Attack Detection
Machine Learning CI/CD for Email Attack DetectionMachine Learning CI/CD for Email Attack Detection
Machine Learning CI/CD for Email Attack DetectionDatabricks
 
Jeeves Grows Up: An AI Chatbot for Performance and Quality
Jeeves Grows Up: An AI Chatbot for Performance and QualityJeeves Grows Up: An AI Chatbot for Performance and Quality
Jeeves Grows Up: An AI Chatbot for Performance and QualityDatabricks
 
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + FugueIntuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + FugueDatabricks
 
Infrastructure Agnostic Machine Learning Workload Deployment
Infrastructure Agnostic Machine Learning Workload DeploymentInfrastructure Agnostic Machine Learning Workload Deployment
Infrastructure Agnostic Machine Learning Workload DeploymentDatabricks
 
Improving Apache Spark for Dynamic Allocation and Spot Instances
Improving Apache Spark for Dynamic Allocation and Spot InstancesImproving Apache Spark for Dynamic Allocation and Spot Instances
Improving Apache Spark for Dynamic Allocation and Spot InstancesDatabricks
 
Importance of ML Reproducibility & Applications with MLfLow
Importance of ML Reproducibility & Applications with MLfLowImportance of ML Reproducibility & Applications with MLfLow
Importance of ML Reproducibility & Applications with MLfLowDatabricks
 

More from Databricks (20)

Data Lakehouse Symposium | Day 2
Data Lakehouse Symposium | Day 2Data Lakehouse Symposium | Day 2
Data Lakehouse Symposium | Day 2
 
Democratizing Data Quality Through a Centralized Platform
Democratizing Data Quality Through a Centralized PlatformDemocratizing Data Quality Through a Centralized Platform
Democratizing Data Quality Through a Centralized Platform
 
Why APM Is Not the Same As ML Monitoring
Why APM Is Not the Same As ML MonitoringWhy APM Is Not the Same As ML Monitoring
Why APM Is Not the Same As ML Monitoring
 
The Function, the Context, and the Data—Enabling ML Ops at Stitch Fix
The Function, the Context, and the Data—Enabling ML Ops at Stitch FixThe Function, the Context, and the Data—Enabling ML Ops at Stitch Fix
The Function, the Context, and the Data—Enabling ML Ops at Stitch Fix
 
Stage Level Scheduling Improving Big Data and AI Integration
Stage Level Scheduling Improving Big Data and AI IntegrationStage Level Scheduling Improving Big Data and AI Integration
Stage Level Scheduling Improving Big Data and AI Integration
 
Simplify Data Conversion from Spark to TensorFlow and PyTorch
Simplify Data Conversion from Spark to TensorFlow and PyTorchSimplify Data Conversion from Spark to TensorFlow and PyTorch
Simplify Data Conversion from Spark to TensorFlow and PyTorch
 
Scaling your Data Pipelines with Apache Spark on Kubernetes
Scaling your Data Pipelines with Apache Spark on KubernetesScaling your Data Pipelines with Apache Spark on Kubernetes
Scaling your Data Pipelines with Apache Spark on Kubernetes
 
Scaling and Unifying SciKit Learn and Apache Spark Pipelines
Scaling and Unifying SciKit Learn and Apache Spark PipelinesScaling and Unifying SciKit Learn and Apache Spark Pipelines
Scaling and Unifying SciKit Learn and Apache Spark Pipelines
 
Sawtooth Windows for Feature Aggregations
Sawtooth Windows for Feature AggregationsSawtooth Windows for Feature Aggregations
Sawtooth Windows for Feature Aggregations
 
Redis + Apache Spark = Swiss Army Knife Meets Kitchen Sink
Redis + Apache Spark = Swiss Army Knife Meets Kitchen SinkRedis + Apache Spark = Swiss Army Knife Meets Kitchen Sink
Redis + Apache Spark = Swiss Army Knife Meets Kitchen Sink
 
Re-imagine Data Monitoring with whylogs and Spark
Re-imagine Data Monitoring with whylogs and SparkRe-imagine Data Monitoring with whylogs and Spark
Re-imagine Data Monitoring with whylogs and Spark
 
Raven: End-to-end Optimization of ML Prediction Queries
Raven: End-to-end Optimization of ML Prediction QueriesRaven: End-to-end Optimization of ML Prediction Queries
Raven: End-to-end Optimization of ML Prediction Queries
 
Processing Large Datasets for ADAS Applications using Apache Spark
Processing Large Datasets for ADAS Applications using Apache SparkProcessing Large Datasets for ADAS Applications using Apache Spark
Processing Large Datasets for ADAS Applications using Apache Spark
 
Massive Data Processing in Adobe Using Delta Lake
Massive Data Processing in Adobe Using Delta LakeMassive Data Processing in Adobe Using Delta Lake
Massive Data Processing in Adobe Using Delta Lake
 
Machine Learning CI/CD for Email Attack Detection
Machine Learning CI/CD for Email Attack DetectionMachine Learning CI/CD for Email Attack Detection
Machine Learning CI/CD for Email Attack Detection
 
Jeeves Grows Up: An AI Chatbot for Performance and Quality
Jeeves Grows Up: An AI Chatbot for Performance and QualityJeeves Grows Up: An AI Chatbot for Performance and Quality
Jeeves Grows Up: An AI Chatbot for Performance and Quality
 
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + FugueIntuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
Intuitive & Scalable Hyperparameter Tuning with Apache Spark + Fugue
 
Infrastructure Agnostic Machine Learning Workload Deployment
Infrastructure Agnostic Machine Learning Workload DeploymentInfrastructure Agnostic Machine Learning Workload Deployment
Infrastructure Agnostic Machine Learning Workload Deployment
 
Improving Apache Spark for Dynamic Allocation and Spot Instances
Improving Apache Spark for Dynamic Allocation and Spot InstancesImproving Apache Spark for Dynamic Allocation and Spot Instances
Improving Apache Spark for Dynamic Allocation and Spot Instances
 
Importance of ML Reproducibility & Applications with MLfLow
Importance of ML Reproducibility & Applications with MLfLowImportance of ML Reproducibility & Applications with MLfLow
Importance of ML Reproducibility & Applications with MLfLow
 

Recently uploaded

Cost-effective tactics for navigating CPC surges
Cost-effective tactics for navigating CPC surgesCost-effective tactics for navigating CPC surges
Cost-effective tactics for navigating CPC surgesPushON Ltd
 
What are the 4 characteristics of CTAs that convert?
What are the 4 characteristics of CTAs that convert?What are the 4 characteristics of CTAs that convert?
What are the 4 characteristics of CTAs that convert?Juan Pineda
 
The Skin Games 2024 25 - Sponsorship Deck
The Skin Games 2024 25 - Sponsorship DeckThe Skin Games 2024 25 - Sponsorship Deck
The Skin Games 2024 25 - Sponsorship DeckToluwanimi Balogun
 
How to Leverage Behavioral Science Insights for Direct Mail Success
How to Leverage Behavioral Science Insights for Direct Mail SuccessHow to Leverage Behavioral Science Insights for Direct Mail Success
How to Leverage Behavioral Science Insights for Direct Mail SuccessAggregage
 
How videos can elevate your Google rankings and improve your EEAT - Benjamin ...
How videos can elevate your Google rankings and improve your EEAT - Benjamin ...How videos can elevate your Google rankings and improve your EEAT - Benjamin ...
How videos can elevate your Google rankings and improve your EEAT - Benjamin ...Benjamin Szturmaj
 
SORA AI: Will It Be the Future of Video Creation?
SORA AI: Will It Be the Future of Video Creation?SORA AI: Will It Be the Future of Video Creation?
SORA AI: Will It Be the Future of Video Creation?Searchable Design
 
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service OnlineCALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Onlineanilsa9823
 
Unraveling the Mystery of Roanoke Colony: What Really Happened?
Unraveling the Mystery of Roanoke Colony: What Really Happened?Unraveling the Mystery of Roanoke Colony: What Really Happened?
Unraveling the Mystery of Roanoke Colony: What Really Happened?elizabethella096
 
Call Girls in Lajpat Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Lajpat Nagar Delhi 💯Call Us 🔝8264348440🔝Call Girls in Lajpat Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Lajpat Nagar Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
marketing strategy of tanishq word PPROJECT.pdf
marketing strategy of tanishq word PPROJECT.pdfmarketing strategy of tanishq word PPROJECT.pdf
marketing strategy of tanishq word PPROJECT.pdfarsathsahil
 
Netflix Ads The Game Changer in Video Ads – Who Needs YouTube.pptx (Chester Y...
Netflix Ads The Game Changer in Video Ads – Who Needs YouTube.pptx (Chester Y...Netflix Ads The Game Changer in Video Ads – Who Needs YouTube.pptx (Chester Y...
Netflix Ads The Game Changer in Video Ads – Who Needs YouTube.pptx (Chester Y...ChesterYang6
 
Avoid the 2025 web accessibility rush: do not fear WCAG compliance
Avoid the 2025 web accessibility rush: do not fear WCAG complianceAvoid the 2025 web accessibility rush: do not fear WCAG compliance
Avoid the 2025 web accessibility rush: do not fear WCAG complianceDamien ROBERT
 
Uncover Insightful User Journey Secrets Using GA4 Reports
Uncover Insightful User Journey Secrets Using GA4 ReportsUncover Insightful User Journey Secrets Using GA4 Reports
Uncover Insightful User Journey Secrets Using GA4 ReportsVWO
 
How To Utilize Calculated Properties in your HubSpot Setup
How To Utilize Calculated Properties in your HubSpot SetupHow To Utilize Calculated Properties in your HubSpot Setup
How To Utilize Calculated Properties in your HubSpot Setupssuser4571da
 
Local SEO Domination: Put your business at the forefront of local searches!
Local SEO Domination:  Put your business at the forefront of local searches!Local SEO Domination:  Put your business at the forefront of local searches!
Local SEO Domination: Put your business at the forefront of local searches!dstvtechnician
 
Russian Call Girls Nagpur Swara 8617697112 Independent Escort Service Nagpur
Russian Call Girls Nagpur Swara 8617697112 Independent Escort Service NagpurRussian Call Girls Nagpur Swara 8617697112 Independent Escort Service Nagpur
Russian Call Girls Nagpur Swara 8617697112 Independent Escort Service NagpurCall girls in Ahmedabad High profile
 

Recently uploaded (20)

Cost-effective tactics for navigating CPC surges
Cost-effective tactics for navigating CPC surgesCost-effective tactics for navigating CPC surges
Cost-effective tactics for navigating CPC surges
 
What are the 4 characteristics of CTAs that convert?
What are the 4 characteristics of CTAs that convert?What are the 4 characteristics of CTAs that convert?
What are the 4 characteristics of CTAs that convert?
 
The Skin Games 2024 25 - Sponsorship Deck
The Skin Games 2024 25 - Sponsorship DeckThe Skin Games 2024 25 - Sponsorship Deck
The Skin Games 2024 25 - Sponsorship Deck
 
How to Leverage Behavioral Science Insights for Direct Mail Success
How to Leverage Behavioral Science Insights for Direct Mail SuccessHow to Leverage Behavioral Science Insights for Direct Mail Success
How to Leverage Behavioral Science Insights for Direct Mail Success
 
How videos can elevate your Google rankings and improve your EEAT - Benjamin ...
How videos can elevate your Google rankings and improve your EEAT - Benjamin ...How videos can elevate your Google rankings and improve your EEAT - Benjamin ...
How videos can elevate your Google rankings and improve your EEAT - Benjamin ...
 
How to Create a Social Media Plan Like a Pro - Jordan Scheltgen
How to Create a Social Media Plan Like a Pro - Jordan ScheltgenHow to Create a Social Media Plan Like a Pro - Jordan Scheltgen
How to Create a Social Media Plan Like a Pro - Jordan Scheltgen
 
SORA AI: Will It Be the Future of Video Creation?
SORA AI: Will It Be the Future of Video Creation?SORA AI: Will It Be the Future of Video Creation?
SORA AI: Will It Be the Future of Video Creation?
 
No Cookies No Problem - Steve Krull, Be Found Online
No Cookies No Problem - Steve Krull, Be Found OnlineNo Cookies No Problem - Steve Krull, Be Found Online
No Cookies No Problem - Steve Krull, Be Found Online
 
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service OnlineCALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
CALL ON ➥8923113531 🔝Call Girls Hazratganj Lucknow best sexual service Online
 
Unraveling the Mystery of Roanoke Colony: What Really Happened?
Unraveling the Mystery of Roanoke Colony: What Really Happened?Unraveling the Mystery of Roanoke Colony: What Really Happened?
Unraveling the Mystery of Roanoke Colony: What Really Happened?
 
Call Girls in Lajpat Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Lajpat Nagar Delhi 💯Call Us 🔝8264348440🔝Call Girls in Lajpat Nagar Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Lajpat Nagar Delhi 💯Call Us 🔝8264348440🔝
 
marketing strategy of tanishq word PPROJECT.pdf
marketing strategy of tanishq word PPROJECT.pdfmarketing strategy of tanishq word PPROJECT.pdf
marketing strategy of tanishq word PPROJECT.pdf
 
Netflix Ads The Game Changer in Video Ads – Who Needs YouTube.pptx (Chester Y...
Netflix Ads The Game Changer in Video Ads – Who Needs YouTube.pptx (Chester Y...Netflix Ads The Game Changer in Video Ads – Who Needs YouTube.pptx (Chester Y...
Netflix Ads The Game Changer in Video Ads – Who Needs YouTube.pptx (Chester Y...
 
Avoid the 2025 web accessibility rush: do not fear WCAG compliance
Avoid the 2025 web accessibility rush: do not fear WCAG complianceAvoid the 2025 web accessibility rush: do not fear WCAG compliance
Avoid the 2025 web accessibility rush: do not fear WCAG compliance
 
Brand Strategy Master Class - Juntae DeLane
Brand Strategy Master Class - Juntae DeLaneBrand Strategy Master Class - Juntae DeLane
Brand Strategy Master Class - Juntae DeLane
 
Uncover Insightful User Journey Secrets Using GA4 Reports
Uncover Insightful User Journey Secrets Using GA4 ReportsUncover Insightful User Journey Secrets Using GA4 Reports
Uncover Insightful User Journey Secrets Using GA4 Reports
 
How To Utilize Calculated Properties in your HubSpot Setup
How To Utilize Calculated Properties in your HubSpot SetupHow To Utilize Calculated Properties in your HubSpot Setup
How To Utilize Calculated Properties in your HubSpot Setup
 
Local SEO Domination: Put your business at the forefront of local searches!
Local SEO Domination:  Put your business at the forefront of local searches!Local SEO Domination:  Put your business at the forefront of local searches!
Local SEO Domination: Put your business at the forefront of local searches!
 
Russian Call Girls Nagpur Swara 8617697112 Independent Escort Service Nagpur
Russian Call Girls Nagpur Swara 8617697112 Independent Escort Service NagpurRussian Call Girls Nagpur Swara 8617697112 Independent Escort Service Nagpur
Russian Call Girls Nagpur Swara 8617697112 Independent Escort Service Nagpur
 
Creator Influencer Strategy Master Class - Corinne Rose Guirgis
Creator Influencer Strategy Master Class - Corinne Rose GuirgisCreator Influencer Strategy Master Class - Corinne Rose Guirgis
Creator Influencer Strategy Master Class - Corinne Rose Guirgis
 

Comparing Data Lakehouses and Warehouses