{"id":12401,"date":"2025-07-23T11:15:20","date_gmt":"2025-07-23T11:15:20","guid":{"rendered":"https:\/\/www.aegissofttech.com\/insights\/?p=12401"},"modified":"2026-03-19T11:58:01","modified_gmt":"2026-03-19T11:58:01","slug":"amazon-redshift-vs-snowflake","status":"publish","type":"post","link":"https:\/\/www.aegissofttech.com\/insights\/amazon-redshift-vs-snowflake\/","title":{"rendered":"Amazon Redshift vs Snowflake: A Complete Comparative Guide"},"content":{"rendered":"\n<p>Data is not just an asset for your organization, but the very lifeblood. You can leverage real-time insights for various operations and actions, like personalizing customer experiences and predicting market trends. The staggering amount of data triggers a shift to a strategic imperative\u2014cloud data warehousing.<\/p>\n\n\n\n<p>With an expected market size of <a href=\"https:\/\/www.marketresearchfuture.com\/reports\/cloud-data-warehouse-market-28363\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">$155.66 billion by 2034<\/a>, the growth is helmed by two titans\u2014AWS Redshift and Snowflake.<\/p>\n\n\n\n<p>If you are weighing a migration from traditional on-premise solutions to a cloud-based one, you might seek an Amazon Redshift vs Snowflake comparison. <em>So, how do you choose?<\/em><\/p>\n\n\n\n<p>Your decision will affect your scalability, cost, competitive edge, and other crucial aspects. To make it an easier decision, we are here with a complete comparative guide, uncovering their strengths and weaknesses.<\/p>\n\n\n\n<p>Let\u2019s get started!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What is Amazon Redshift?<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1000\" height=\"700\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/amazon-redshift.webp\" alt=\"An overview of the AWS Redshift data warehouse service\" class=\"wp-image-12434\" title=\"An overview of the AWS Redshift data warehouse service\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/amazon-redshift.webp 1000w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/amazon-redshift-300x210.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/amazon-redshift-768x538.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.aegissofttech.com\/insights\/amazon-redshift-data-warehouse\/\">Amazon Redshift<\/a> is a fully managed, cloud-based, and petabyte-scale data warehouse service. The platform can analyze and store data on such a large scale due to its cloud-based compute nodes. It uses column-based databases to form a connection between SQL-based query engines and business intelligence solutions.<\/p>\n\n\n    \t<section class=\"call-to-action-section\">\n    \t\t<div class=\"call-to-action-container\">\n    \t\t\t<div class=\"call-to-action-body\">\n    \t\t\t\t<div class=\"cta-title\"><\/div>\n    \t\t\t\t<p>Amazon Redshift has a <a href=\"https:\/\/6sense.com\/tech\/data-warehousing\/amazon-redshift-market-share#free-plan-signup\" target=\"_blank\" rel=\"noopener\">14.87% share<\/a> in the data warehousing market. It ranks second in this category, only next to Snowflake.<\/p>\n    \t\t\t<\/div>\n    \t\t\t    \t\t<\/div>\n    \t<\/section>\n    \n\n\n\n<p>The platform leverages Massively Parallel Processing (MPP) and PostgreSQL on dense storage nodes. It enables AWS Redshift to deliver query outputs for massive datasets quickly. AWS cloud server infrastructure, like S3, is useful for backing up data. Also, you only pay for what you use.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What is Snowflake?<\/h2>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"1000\" height=\"508\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/What-is-Snowflake.webp\" alt=\"Modern data pipeline with Snowflake technology as part of it\" class=\"wp-image-12435\" title=\"Modern data pipeline with Snowflake technology as part of it\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/What-is-Snowflake.webp 1000w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/What-is-Snowflake-300x152.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/What-is-Snowflake-768x390.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p>Snowflake is a <a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-database\/\">cloud-based data platform<\/a> for secure data sharing, seamless multi-cloud experience, and high-level scaling. The software-as-a-service (SaaS) platform relies on a virtual warehouse framework that uses third-party cloud-compute resources, including Azure, AWS, or Google Cloud Platform (GCP).<\/p>\n\n\n    \t<section class=\"call-to-action-section\">\n    \t\t<div class=\"call-to-action-container\">\n    \t\t\t<div class=\"call-to-action-body\">\n    \t\t\t\t<div class=\"cta-title\"><\/div>\n    \t\t\t\t<p>Snowflake enjoys a <a href=\"https:\/\/6sense.com\/tech\/data-warehousing\/snowflake-market-share#free-plan-signup\" target=\"_blank\" rel=\"noopener\">19.96% share<\/a> in the data warehousing market and stands in the top position.<\/p>\n    \t\t\t<\/div>\n    \t\t\t    \t\t<\/div>\n    \t<\/section>\n    \n\n\n\n<p>The platform does not run on private cloud infrastructures, including on-premises or hosted. It handles all the behind-the-scenes performance tuning, optimization, and infrastructure to help you focus on using insights optimally. It also stores, analyzes, and processes gigantic data volumes cost-effectively.&nbsp;<\/p>\n\n\n\n<p>Elevate your data strategy with Aegis Softtech&nbsp;<a href=\"https:\/\/www.aegissofttech.com\/snowflake-services\/consulting\">Snowflake consulting services<\/a>. We offer comprehensive support to ensure your organization fully leverages Snowflake&#8217;s capabilities.<\/p>\n\n\n\n<p><strong><em>Let\u2019s move on to a closer look at <\/em><\/strong><strong><em>Amazon Redshift vs Snowflake<\/em><\/strong><strong><em> on different key aspects.<\/em><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Redshift vs Snowflake: Architecture<\/h2>\n\n\n\n<p><strong>Amazon Redshift<\/strong> architecture handles big datasets, delivers high-performance analytics, and performs complex queries. It traditionally uses a cluster-based architecture with tightly knit storage and compute nodes. Its features, including <em>Concurrency Scaling<\/em> and <em>Redshift Serverless<\/em>, offer automatic scaling and high flexibility.<\/p>\n\n\n\n<p>While it now has RA3 nodes to scale compute, it wasn\u2019t originally designed to separate compute and storage. Its serverless option is based on an abstracted unit called Redshift Processing Unit (RPU). Every RPU offers 16GB RAM and 2 vCPUs.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"761\" height=\"660\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Data-warehouse-cluster.webp\" alt=\"A visual representation of the AWS Redshift architecture\" class=\"wp-image-12436\" title=\"A visual representation of the AWS Redshift architecture\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Data-warehouse-cluster.webp 761w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Data-warehouse-cluster-300x260.webp 300w\" sizes=\"(max-width: 761px) 100vw, 761px\" \/><\/figure>\n\n\n\n<p><strong>Snowflake<\/strong> boasts a hybrid architecture by combining the best elements of shared-nothing and shared-disk architectures. Its decoupled <em>storage, cloud services, and compute layers<\/em> offer workload isolation and unlimited compute scale. Virtual warehouses handle computing for independent scaling.<\/p>\n\n\n\n<p>Its unique architecture supports both structured and semi structured data. Since it runs entirely on the cloud, you can create an account on any leading cloud provider\u2019s platform, including AWS, GCP, and Azure. There is extreme flexibility, and you only pay for what you use.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"700\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Snowflake-architecture-1.webp\" alt=\"A visual representation of the decoupled Snowflake architecture\" class=\"wp-image-12437\" title=\"A visual representation of the decoupled Snowflake architecture\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Snowflake-architecture-1.webp 1000w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Snowflake-architecture-1-300x210.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Snowflake-architecture-1-768x538.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Redshift vs Snowflake: Maintenance<\/h2>\n\n\n\n<p>With <strong>AWS Redshift<\/strong>, you will have to send queries in a queue. It also automatically inserts additional capacity with concurrency scaling. But these, too, must be managed through workload management (WLM) queues.<\/p>\n\n\n\n<p><strong>Snowflake<\/strong> offers better maintenance with its separate compute and storage architecture, which makes scaling up and down easier. Its <em>auto-resume<\/em> and <em>auto-suspend<\/em> features let you downsize the warehouse once you\u2019re done running queries.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Redshift Vs Snowflake: Security<\/h2>\n\n\n\n<p><strong>Amazon Redshift<\/strong> provides <em>end-to-end encryption<\/em> (for both incoming and outgoing data from Redshift) to ensure high data security. It integrates seamlessly with different AWS security tools, including the <em>AWS Key Management Service<\/em> and <em>VPCs<\/em> for network isolation. Organizations that are already heavily invested in an AWS-only security ecosystem will benefit from this platform.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"992\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Amazon-Redshift-security-1024x992.webp\" alt=\"A list of Amazon Redshift security and access management features\" class=\"wp-image-12438\" title=\"A list of Amazon Redshift security and access management features\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Amazon-Redshift-security-1024x992.webp 1024w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Amazon-Redshift-security-300x291.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Amazon-Redshift-security-768x744.webp 768w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Amazon-Redshift-security-1536x1489.webp 1536w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Amazon-Redshift-security.webp 1849w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>Snowflake\u2019s <\/strong>core security features include <em>secure data sharing<\/em> and <em>granular access controls<\/em>. Its<a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-role-based-access-control\/\"> role-based access control (RBAC) model<\/a> allows you access to data objects according to your role and not your location. It enables seamless data sharing across clouds, external organizations, and accounts without requiring manual data movement or copying.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"724\" height=\"700\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/key-feature-snowflake.webp\" alt=\"Key features of Snowflake Security\n\" class=\"wp-image-12439\" title=\"Key features of Snowflake Security\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/key-feature-snowflake.webp 724w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/key-feature-snowflake-300x290.webp 300w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Redshift Vs Snowflake: Pricing<\/h2>\n\n\n\n<p><strong>Redshift<\/strong> offers a few paths to choose from. The first one is <em>Provisioned Redshift<\/em>, where you can use On-Demand Instances without any long-term commitments or upfront fees.<\/p>\n\n\n\n<p>The second one is <em>Reserved Instances<\/em>, where you get greater savings from a long-term commitment. And, the third is <em>Amazon Redshift Serverless<\/em>, where you pay for your actual usage by automatically terminating, scaling (up or down), and spinning capacity as required.<\/p>\n\n\n\n<p><strong>Snowflake<\/strong> follows a <em>time-based model<\/em>, which means you are charged for the time you spend executing queries. So, if you run a query in two minutes, you will be charged for those two minutes. Moreover, there are smart <a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-cost-optimization\/\">Snowflake cost optimization<\/a> ways that cut down your overall investment in the platform.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Snowflake-edition-with-key-features-1024x683.webp\" alt=\"Different Snowflake pricing tiers\n\" class=\"wp-image-12440\" title=\"Different Snowflake pricing tiers\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Snowflake-edition-with-key-features-1024x683.webp 1024w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Snowflake-edition-with-key-features-300x200.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Snowflake-edition-with-key-features-768x512.webp 768w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/Snowflake-edition-with-key-features.webp 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Redshift vs Snowflake: Performance<\/h2>\n\n\n\n<p>You can quickly execute complex queries with <strong>Redshift<\/strong>\u2019s Massively Parallel Processing architecture and columnar storage system. It uses machine learning for high query performance by prioritizing short queries over long-running ones. Two features that help in optimizing its performance are <em>Automatic Workload Management (WLM)<\/em> and <em>Short Query Acceleration (SQA)<\/em>.<\/p>\n\n\n\n<p>The <strong><a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-architecture\/\" target=\"_blank\" rel=\"noreferrer noopener\">Snowflake architecture<\/a><\/strong> has separate storage and compute resource layers for independent scaling. You can thus increase your compute power\/resources (virtual warehouses) according to your growing data. This, along with techniques including <em>automatic clustering<\/em>, maintains high-speed query performance. Micro-partitioning by Snowflake stores table data in small chunks for parallel partition querying.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Redshift vs Snowflake: Use Cases<\/h2>\n\n\n\n<p><strong>Redshift<\/strong> is a great choice for organizations that are deeply integrated within the AWS ecosystem. It has seamless connectivity with Glue, SageMaker, and S3 data lakes. Its traditional MPP design benefits organizations that prefer to have control over their cluster infrastructure for performance tuning. It supports near real-time analytics within Amazon Web Services.<\/p>\n\n\n\n<p><strong>Snowflake<\/strong> works well for unpredictable and elastic analytical workloads because of its unique architecture. Organizations with diverse cloud strategies receive additional support from their multi-cloud capability. Since it handles semi-structured data (Parquet, JSON), it is also a great choice for various Snowflake use cases, including web analytics, IoT, and logs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Redshift vs Snowflake: Scalability<\/h2>\n\n\n\n<p><strong>Redshift<\/strong>, with its <em>Concurrency Scaling<\/em> feature, offers strong scalability. You can add or remove nodes to handle increasing query loads and data volumes. It provides transient capacity for sudden spikes in concurrent users and queries.&nbsp;<\/p>\n\n\n\n<p><em>Redshift Serverless<\/em> helps simplify this by dynamically allocating compute resources. However, while scaling operations are flexible, they may include managing cluster sizes or configurations.<\/p>\n\n\n\n<p><strong>Snowflake<\/strong>, with its unique architecture, completely separates storage and compute. The result is independent scaling of compute and storage. You can simply size the virtual warehouses up or down instantly for vertical scaling. Similarly, you can auto-scale out by adding more clusters for horizontal scaling. Its heightened level of elasticity ensures cost efficiency and optimal performance without manual intervention.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">When to Choose What: Redshift vs Snowflake<\/h2>\n\n\n\n<p><em>Are you struggling to pick the right <a href=\"https:\/\/www.aegissofttech.com\/data-warehouse-services\/cloud\" target=\"_blank\" rel=\"noreferrer noopener\">cloud data warehouse<\/a> for your business needs?<\/em> It&#8217;s a common dilemma many enterprises face.<\/p>\n\n\n\n<p>Deciding between Redshift and Snowflake may feel like a big decision, especially considering both offer powerful analytics capabilities. There are a few aspects that determine which one truly aligns with your specific goals, budget, and existing infrastructure.<\/p>\n\n\n\n<p>Let&#8217;s break down when each platform shines.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Choose Redshift When:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. Deep AWS Integration <\/h4>\n\n\n\n<p>If you are already heavily invested in the AWS ecosystem, Redshift is a better pick. It offers seamless integration with other AWS services, including EC2, Glue, and S3. It simplifies data pipelines and management within a familiar environment.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Predictable Workloads &amp; Cost Control<\/h4>\n\n\n\n<p>Leverage Redshift Reserved Instances if your data processing demands are consistent. The commitment can significantly save costs, especially compared to on-demand pricing.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. Granular Control Over Infrastructure<\/h4>\n\n\n\n<p>You prefer a higher degree of direct control over your cluster&#8217;s configuration, including storage, networking, and node types. Redshift offers the flexibility to fine-tune important aspects for specific performance requirements.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Choose Snowflake When:<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. Elastic Scalability &amp; Concurrency<\/h4>\n\n\n\n<p>Your business experiences highly variable workloads or supports multiple concurrent users. Snowflake boasts a unique architecture that enables independent scaling of storage and compute. It automatically adjusts resources up or down to meet business demand without manual intervention.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Multi-Cloud Strategy<\/h4>\n\n\n\n<p>If your organization operates across multiple cloud providers or plans to in the future, choose Snowflake. It offers a consistent management and experience across leading clouds, preventing vendor lock-in and simplifying operations.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. Zero-Maintenance &amp; Fully Managed<\/h4>\n\n\n\n<p>Businesses prioritize lower operational overhead. Snowflake is a fully managed service that handles all infrastructure, optimization, and patching automatically. Thus freeing your team to focus on data analysis.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Data Migration Made Seamless: The Aegis Softtech Advantage<\/h2>\n\n\n\n<p>A whopping <a href=\"https:\/\/explodingtopics.com\/blog\/data-generated-per-day\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">402.74 million terabytes of data<\/a> is created daily, making data one of the biggest weapons you can use to succeed today. The correct usage, however, is also one of the biggest areas of concern for most organizations.<\/p>\n\n\n\n<p>Our Snowflake vs Amazon Redshift comparison dissects all the important differentiating aspects to paint a clearer picture.<\/p>\n\n\n\n<p>Making a choice can be quite a challenge, which makes having a trusted <a href=\"https:\/\/www.aegissofttech.com\/snowflake-services\/implementation\">Snowflake implementation<\/a> a critical decision. At Aegis Softtech, we have 20+ years of experience in delivering scalable, end-to-end data warehouse solutions. Our team of experts will carefully assess your business and build a plan around it.<\/p>\n\n\n\n<p><em>Intrigued?<\/em> Get ready to utilize the power of your data. Reach out to our experts in <a href=\"https:\/\/www.aegissofttech.com\/snowflake-services\">Snowflake development services<\/a> by scheduling a free call.<\/p>\n\n\n\n<p>Learn how you can unify all your business data for results that you deserve.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">FAQs<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Q1. Is Redshift better than Snowflake?<\/h3>\n\n\n\n<p>There is no definitive answer to which one is better since it all depends on your business needs and priorities. If you work primarily within the AWS ecosystem, then Redshift could be a better option. However, Snowflake\u2019s cloud-agnostic approach, unique architecture, and ease of use give it an edge.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q2. Is Amazon Redshift an ETL tool?<\/h3>\n\n\n\n<p>No, Redshift is not an ETL (Extract, Transform, Load) tool, but rather a cloud-based <a href=\"https:\/\/www.aegissofttech.com\/data-warehouse-services\">data warehouse service<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q3. Why migrate from Redshift to Snowflake?<\/h3>\n\n\n\n<p>Migrating from Redshift to Snowflake can give you benefits like better performance, cost savings, simpler data sharing, and better scalability.<\/p>\n","protected":false},"excerpt":{"rendered":" ","protected":false},"author":4,"featured_media":12433,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[493],"tags":[1503],"class_list":["post-12401","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-snowflake","tag-amazon-redshift-vs-snowflake"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts\/12401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/comments?post=12401"}],"version-history":[{"count":17,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts\/12401\/revisions"}],"predecessor-version":[{"id":18548,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts\/12401\/revisions\/18548"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/media\/12433"}],"wp:attachment":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/media?parent=12401"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/categories?post=12401"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/tags?post=12401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}