2022-Top 10 data lake solution vendors in 2022


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Because the world turns into more and more data-driven, companies should discover appropriate options to assist them obtain their desired outcomes. Information lake storage has garnered the eye of many organizations that must retailer giant quantities of unstructured, uncooked info till it may be utilized in analytics purposes.

The information lake answer market is predicted to develop quickly within the coming years and is pushed by distributors that provide cost-effective, scalable options for his or her prospects.

Study extra about information lake options, what key options they need to have and among the prime distributors to think about this yr. 

What’s an information lake answer?

An information lake is outlined as a single, centralized repository that may retailer huge quantities of unstructured and semi-structured info in its native, uncooked kind. 

It’s widespread for a company to retailer unstructured information in an information lake if it hasn’t determined how that info will probably be used. Some examples of unstructured information embrace photographs, paperwork, movies and audio. These information sorts are helpful in at this time’s superior machine studying (ML) and superior analytics purposes.

Information lakes differ from information warehouses, which retailer structured, filtered info for particular functions in recordsdata or folders. Information lakes have been created in response to among the limitations of data warehouses. For instance, information warehouses are costly and proprietary, can not deal with sure enterprise use instances a company should handle, and should result in undesirable info homogeneity.

On-premise information lake options have been generally used earlier than the widespread adoption of the cloud. Now, it’s understood that among the greatest hosts for information lakes are cloud-based platforms on the edge due to their inherent scalability and significantly modular companies. 

A 2019 report from the Authorities Accountability Workplace (GAO) highlights several business benefits of using the cloud, together with higher customer support and the acquisition of cost-effective choices for IT administration companies.

Cloud information lakes and on-premise information lakes have execs and cons. Companies ought to take into account price, scale and out there technical sources to resolve which sort is greatest.

Learn extra about information lakes: What’s an information lake? Definition, advantages, structure and greatest practices

5 must-have options of an information lake answer

It’s vital to grasp what incorporates a information lake affords. Most options include the identical core parts, however every vendor could have particular choices or distinctive promoting factors (USPs) that would affect a enterprise’s determination.

Beneath are 5 key options each information lake ought to have:

1. Numerous interfaces, APIs and endpoints

Information lakes that provide numerous interfaces, APIs and endpoints could make it a lot simpler to add, entry and transfer info. These capabilities are necessary for an information lake as a result of it permits unstructured information for a variety of use instances, relying on a enterprise’s desired final result.

2. Assist for or connection to processing and analytics layers

ML engineers, information scientists, decision-makers and analysts profit most from a centralized information lake answer that stores information for easy access and availability. This attribute might help information professionals and IT managers work with information extra seamlessly and effectively, thus enhancing productiveness and serving to corporations attain their objectives.

3. Strong search and cataloging options

Think about an information lake with giant quantities of data however no sense of group. A viable information lake answer should incorporate generic organizational strategies and search capabilities, which offer essentially the most worth for its customers. Different options would possibly embrace key-value storage, tagging, metadata, or instruments to categorise and gather subsets of data.

4. Safety and entry management

Safety and entry management are two must-have options with any digital device. The present cybersecurity panorama is increasing, making it simpler for risk actors to take advantage of an organization’s information and trigger irreparable injury. Solely sure customers ought to have entry to an information lake, and the answer should have robust safety to guard delicate info.

5. Flexibility and scalability

Extra organizations are rising bigger and working at a a lot sooner charge. Information lake options should be versatile and scalable to fulfill the ever-changing wants of contemporary companies working with info.

Additionally learn: Unlocking analytics with information lake and graph evaluation

Prime 10 information lake answer distributors in 2022

Some information lake options are greatest fitted to companies in sure industries. In distinction, others may match nicely for an organization of a selected dimension or with a selected variety of workers or prospects. This will make selecting a possible information lake answer vendor difficult. 

Firms contemplating investing in an information lake answer this yr ought to try among the distributors under.

1. Amazon Web Services (AWS)

The AWS Cloud supplies many important instruments and companies that enable corporations to construct an information lake that meets their wants. The AWS information lake answer is extensively used, cost-effective and user-friendly. It leverages the safety, sturdiness, flexibility and scalability that Amazon S3 object storage affords to its customers. 

The information lake also features Amazon DynamoDB to deal with and handle metadata. AWS information lake affords an intuitive, web-based console consumer interface (UI) to handle the information lake simply. It additionally kinds information lake insurance policies, removes or provides information packages, creates manifests of datasets for analytics functions, and options search information packages.

2. Cloudera

Cloudera is one other prime information lake vendor that can create and preserve protected, safe storage for all information sorts. A few of Cloudera SDX’s Information Lake Service capabilities embrace:

  • Information schema/metadata info
  • Metadata administration and governance
  • Compliance-ready entry auditing
  • Information entry authorization and authentication for improved safety

Different advantages of Cloudera’s information lake embrace product help, downloads, group and documentation. GSK and Toyota leveraged Cloudera’s data lake to garner vital enterprise intelligence (BI) insights and handle information analytics processes.

3. Databricks 

Databricks is one other viable vendor, and it additionally affords a handful of information lake alternate options. The Databricks Lakehouse Platform combines the best elements of information lakes and warehouses to offer reliability, governance, safety and efficiency.

Databricks’ platform helps break down silos that usually separate and complicate information, which frustrates information scientists, ML engineers and different IT professionals. Other than the platform, Databricks additionally affords its Delta Lake answer, an open-format storage layer that may enhance information lake administration processes. 

4. Domo

Domo is a cloud-based software program firm that may present massive information options to all corporations. Customers have the liberty to decide on a cloud structure that works for his or her enterprise. Domo is an open platform that may increase current information lakes, whether or not it’s within the cloud or on-premise. Customers can use mixed cloud choices, together with:

  • Selecting Domo’s cloud
  • Connecting to any cloud information
  • Deciding on a cloud information platform

Domo affords superior security measures, comparable to BYOK (deliver your individual key) encryption, management information entry and governance capabilities. Nicely-known companies comparable to Nestle, DHL, Cisco and Comcast leverage the Domo Cloud to raised handle their wants.

5. Google Cloud

Google is one other massive tech participant providing prospects information lake options. Firms can use Google Cloud’s information lake to research any information securely and cost-effectively. It could deal with giant volumes of data and IT professionals’ varied processing duties. Firms that don’t need to rebuild their on-premise information lakes within the cloud can simply carry and shift their info to Google Cloud. 

Some key options of Google’s information lakes embrace Apache Spark and Hadoop migration, that are absolutely managed companies, built-in information science and analytics, and value administration instruments. Main corporations like Twitter, Vodafone, Pandora and Metro have benefited from Google Cloud’s information lakes.

6. HP Enterprise

Hewlett Packard Enterprise (HPE) is one other information lake answer vendor that may assist companies harness the ability of their massive information. HPE’s answer is named GreenLake — it affords organizations a really scalable, cloud-based answer that simplifies their Hadoop experiences. 

HPE GreenLake is an end-to-end solution that features software program, {hardware} and HPE Pointnext Providers. These companies might help companies overcome IT challenges and spend extra time on significant duties. 

7. IBM

Enterprise expertise chief IBM additionally affords information lake options for corporations. IBM is well-known for its cloud computing and information analytics options. It’s an ideal alternative if an operation is on the lookout for an acceptable information lake answer. IBM’s cloud-based method operates on three key ideas: embedded governance, automated integration and virtualization.

These are some information lake options from IBM: 

  • IBM Db2
  • IBM Db2 BigSQL
  • IBM Netezza
  • IBM Watson Question
  • IBM Watson Information Catalog
  • IBM Cloud Pak for Information

With so many information lakes out there, there’s certainly one to suit an organization’s distinctive wants. Financial companies, healthcare and communications companies usually use IBM information lakes for varied functions.

8. Microsoft Azure

Microsoft affords its Azure Information Lake answer, which options straightforward storage strategies, processing, and analytics utilizing varied languages and platforms. Azure Information Lake additionally works with an organization’s current IT investments and infrastructure to make IT administration seamless.

The Azure Information Lake answer is reasonably priced, complete, safe and supported by Microsoft. Firms profit from 24/7 help and experience to assist them overcome any massive information challenges they could face. Microsoft is a frontrunner in enterprise analytics and tech options, making it a well-liked alternative for a lot of organizations.

9. Oracle

Firms can use Oracle’s Massive Information Service to construct information lakes to handle the inflow of data wanted to energy their enterprise selections. The Massive Information Service is automated and can present customers with an reasonably priced and comprehensive Hadoop data lake platform primarily based on Cloudera Enterprise. 

This answer can be utilized as an information lake or an ML platform. One other necessary function of Oracle is it is without doubt one of the greatest open-source information lakes out there. It additionally comes with Oracle-based instruments so as to add much more worth. Oracle’s Massive Information Service is scalable, versatile, safe and can meet information storage necessities at a low price.

10. Snowflake

Snowflake’s information lake answer is safe, dependable and accessible and helps companies break down silos to enhance their methods. The highest options of Snowflake’s information lake embrace a central platform for all info, quick querying and safe collaboration.

Siemens and Devon Power are two companies that provide testimonials relating to Snowflake’s information lake options and provide constructive suggestions. One other good thing about Snowflake is its intensive accomplice ecosystem, together with AWS, Microsoft Azure, Accenture, Deloitte and Google Cloud.

The significance of selecting the best information lake answer vendor 

Firms that spend additional time researching which distributors will provide one of the best enterprise information lake options for them can handle their info higher. Quite than select any vendor, it’s greatest to think about all choices out there and decide which options will meet the precise wants of a company.

Each enterprise makes use of info, some greater than others. Nevertheless, the world is changing into extremely data-driven — due to this fact, leveraging the fitting information options will solely develop extra necessary within the coming years. This record will assist corporations resolve which information lake answer vendor is true for his or her operations.

Learn subsequent: Get essentially the most worth out of your information with information lakehouse structure

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