Direct Technology Group Blog

Direct Technology Group provides professional IT Support and Network Services for Businesses around South Florida. Computer Services, Tech Support, IT Solutions and more!

Data Lake or Data Warehouse... Which One’s for Your Business?

Big data, or massive data sets that can be used to make inferences and reveal patterns, has become an increasingly important part of modern business and can be leveraged in many different ways. There are a few different options for storing this data available, which the use case for the data will dictate. Here, we’ll evaluate whether a “data lake” or a “data warehouse” would better suit your needs.

To do so, we’ll compare the primary differences to be found between data lakes and data warehouses.

Data Lakes vs. Data Warehouses

How is Data Structured?

This difference is fairly evident in the name of each data storage type. Think about a lake, as compared to a warehouse: in a lake, its contents are all mixed together and everything is included. Warehouses are much more organized, with only that which is intended to be stored remaining. The same can effectively be said of the storage options you have.

A data lake is effectively a large catch-all repository for unprocessed data, while a data warehouse is typically used to store data that has been refined.

Who Tends to Use These Storage Options?

Largely due to the nature of the data stored within, data lakes and data warehouses hold utility for people with different use cases. As the contents are refined and explicit, business users will usually find data warehouses to be more useful, while the raw data found in a data lake is better suited to a data scientist, who has the skills needed to give the data a purpose. Furthermore, a data scientist is frequently more concerned with the big picture, while a business user has more specific applications for the data they’ve stored.

What is the Data For?

As data lakes are scaled to be so large, they are well-suited for storage needs, and their lack of structure can help facilitate big data analytics. Alternatively, structured and archival data warehouses are better suited for aggregating data and drawing out insights.

Can My Business Use Both?

Oftentimes, both are needed to effectively use the data that has been collected. Machine learning is benefitted by the largely unstructured format of the data lake, while business analytics are benefitted by data warehouses.

It also depends on the industry you operate in. Healthcare and education both produce vast amounts of unstructured data, making the data lake a good choice for their insights, while data warehouses are good for industries like finance, as its accessibility aids their particular operations.

Are you putting your data to good use? Direct Technology Group can help you with this, as well as help you secure it. Reach out to us at 954-739-4700 to learn more.

Data Recovery Isn’t Exclusive to Disaster Events
How to Safely and Securely Dispose of an Old Compu...


No comments made yet. Be the first to submit a comment
Already Registered? Login Here
Tuesday, 07 April 2020

Captcha Image

Mobile? Grab this Article!

Qr Code

Tag Cloud

Tip of the Week Security Technology Best Practices Privacy Business Computing Cloud Google Efficiency Malware Hackers Network Security Microsoft Data Productivity Innovation Software Smartphones User Tips Backup Miscellaneous Hardware Email Computer Business Mobile Devices Workplace Tips Hosted Solutions Android Internet communications Communication Productivity Ransomware Business Management Smartphone Cybersecurity Outsourced IT IT Support Small Business Windows Windows 10 VoIP Upgrade Managed IT Services Browser Social Media Tech Term Network Microsoft Office Mobile Device Users Passwords IT Services Bandwidth Save Money Windows 10 Employer-Employee Relationship Business Continuity Holiday Apps Collaboration Facebook Office Automation Managed IT Services Marketing Chrome Cloud Computing Quick Tips Data Backup Gadgets Internet of Things Gmail Data Recovery Wi-Fi IT Support Disaster Recovery Managed Service Password Apple Mobile Device Management Networking Information Server Applications Phishing Router Alert Wireless Office Tips Health Hacking Virtualization Remote Computing Settings Access Control Retail Mobility VPN Business Intelligence App Managed Service Provider Computers Recovery Excel Analytics BYOD Application Saving Money Going Green Laptop Physical Security Data Management Website Operating System Cybercrime Government Office 365 Blockchain Patch Management Law Enforcement Remote Monitoring iPhone BDR Artificial Intelligence Battery Entertainment Compliance WiFi VoIP Bring Your Own Device Big Data Environment Maintenance Managed IT Service Virus Twitter Lithium-ion battery Social Engineering Value Google Drive Spam Safety Workers Telephone Systems Biometrics Paperless Office Humor History Politics Mouse Mobile Computing Word Data Breach The Internet of Things Employee-Employer Relationship How To Data storage Processor Tech Terms Healthcare End of Support Company Culture Two-factor Authentication Current Events Search Data Security G Suite Hosted Solution eWaste Business Technology Vulnerability Medical IT Connectivity User Error Cortana Voice over Internet Protocol Best Practice PowerPoint Virtual Reality Telephony Batteries Social Network Shortcut Tablet HIPAA Hybrid Cloud Mobile Office Human Resources Payment Cards Printer Cost Management Cleaning Sports Net Neutrality Telephone System DDoS Robot Printer Server IT solutions Hard Drives Windows 7 Information Technology Tech Support Dark Web Wireless Charging Managing Stress Customer Relationship Management Scam Remote Monitoring and Management Shadow IT Tip of the week Risk Management Smart Technology RAM Customer Service Internet Exlporer Virtual Assistant Data Protection Files Streaming Media Fax Server Wireless Technology Technology Tips Automobile User Tip Spam Blocking User Troubleshooting Printing SharePoint WannaCry File Sharing Memes Encryption Chromecast Backup and Disaster Recovery Analyitcs Telecommuting Electronic Health Records Email Management Update File Management Monitor Paper Access Hard Drive Display Network Attached Storage Hacker User Security IT Internet exploMicrosoft Notifications SSD Antivirus Millennials Employees Techology Reporting Bluetooth Licensing Outlook Managed Services Provider Reputation Ink Printers Processors Benchmarks Server Management Science Google Maps E-Commerce Hosted Desktop Advertising Gadget Cables USB Inventory Education Solid State Drive HaaS Recycling Spotify Travel Profitability Vendor Customer Spyware Machine Learning Windows 8 Payment Firewall Private Cloud GDPR disposal Mobile Security Personal Information Hard Disk Drive Flexibility Cabling Live Streaming Eliminating Downtime Downloads Wearable Technology Social HP Computer Accessories Telecommute Botnet Sales instant Messaging Profiles Public Cloud Consultant Storage Touchpad People e-waste Bloatware SaaS Voice over IP Video Legal Multi-Factor Security Bitcoin WhatsApp Wireless Internet Distribution Trends Running Cable Document Management Cameras Data loss Managed IT Knowledge Vulnerabilities Computer Repair Amazon Best Available Uninterrupted Power Supply Error Entrepreneur eCommerce OneNote Digital Windows XP News Help Desk Fleet Management Relocation A.I. Social Networking Staff Tablets Comparison Cryptocurrency IT Service PDF Copy Plug-In Touchscreen Database Meetings Online Shopping Windows Server 2008 R2 Video Games Edge Threats Certification Multi-Factor Authentication Movies WIndows 7 Unified Threat Management Websites Specifications Mobile Paste Proactive IT Microsoft Office 365 Black Market Tactics Windows Media Player Taskbar Scams Webcam Training Holidays Unified Communications Distributed Denial of Service Budget Dongle Memory Conferencing Time Management Remote YouTube Authentication Internet Explorer Worker Lead Generation National Security Alerts IT budget Project Management Remote Support Security Cameras Virtual Private Network Hiring/Firing Content Filtering Chrome OS Remote Control Analysis NarrowBand Work/Life Balance Authorization Downtime Threat Programming Updates IT Management Insurance Avoiding Downtime Wearables Co-Managed IT Staffing Microsoft Teams Phone System