Alternatives to Oracle Big Data Service

Google Cloud is an online service that lets you create everything from simple websites to complex apps for businesses of any size. Customers who are new to the system will receive $300 in credits for testing, deploying, and running workloads. Customers can use up to 25+ products free of charge. Use Google's core data analytics and machine learning. All enterprises can use it. It is secure and fully featured. Use big data to build better products and find answers faster. You can grow from prototypes to production and even to planet-scale without worrying about reliability, capacity or performance. Virtual machines with proven performance/price advantages, to a fully-managed app development platform. High performance, scalable, resilient object storage and databases. Google's private fibre network offers the latest software-defined networking solutions. Fully managed data warehousing and data exploration, Hadoop/Spark and messaging.

Our comprehensive suite of cloud services allows you to build your cloud server your way. Kamatera’s infrastructure is specialized in VPS hosting. With 24 data centers around the world, including 8 in the US, as well as in Europe, Asia and the Middle East, you can choose from. Our enterprise-grade cloud server can meet your requirements at any stage. We use cutting edge hardware, including Ice Lake Processors, NVMe SSDs, and other components, to deliver consistent performance and 99.95% uptime. With a robust service such as ours, you'll get a lot of great features like fantastic hardware, flexible cloud setup, Windows server hosting, fully managed hosting and data security. We also offer consultation, server migration and disaster recovery. We have a 24/7 live support team to assist you in all time zones. With our flexible and predictable pricing plans, you only pay for the services you use.

QuantaStor, a unified Software Defined Storage platform, is designed to scale up and down to simplify storage management and reduce overall storage costs. QuantaStor storage grids can be configured to support complex workflows that span datacenters and sites. QuantaStor's storage technology includes a built-in Federated Management System that allows QuantaStor servers and clients to be combined to make management and automation easier via CLI and RESTAPIs. QuantaStor's layered architecture gives solution engineers unprecedented flexibility and allows them to design applications that maximize workload performance and fault tolerance for a wide variety of storage workloads. QuantaStor provides end-to-end security coverage that allows multi-layer data protection for cloud and enterprise storage deployments.

Azure Disk Storage is carefully crafted for deployment alongside Azure Virtual Machines and the preview version of Azure VMware Solution, providing robust and high-performance block storage solutions for critical business applications. Transitioning to Azure infrastructure becomes seamless with four distinct disk storage options available—Ultra Disk Storage, Premium SSD, Standard SSD, and Standard HDD—that allow you to balance performance and costs effectively for your specific workload needs. It ensures exceptional performance with sub-millisecond latency tailored for demanding applications like SAP HANA, SQL Server, and Oracle, which require intensive throughput and transaction capabilities. Additionally, shared disks facilitate the economical operation of clustered or high-availability applications in the cloud environment. With a remarkable 0% annual failure rate, you can expect consistent enterprise-level durability. Ultra Disk Storage allows you to scale without compromising performance, meeting increasing demands effortlessly. Furthermore, your data is protected with built-in encryption options, utilizing either Microsoft-managed keys or your personal encryption keys for enhanced security. This comprehensive approach ensures that your critical applications operate smoothly and securely in the cloud.

Effortlessly launch cloud servers, bare metal solutions, and storage options globally! Our high-performance computing instances are ideal for both your web applications and development environments. Once you hit the deploy button, Vultr’s cloud orchestration takes charge and activates your instance in the selected data center. You can create a new instance featuring your chosen operating system or a pre-installed application in mere seconds. Additionally, you can scale the capabilities of your cloud servers as needed. For mission-critical systems, automatic backups are crucial; you can set up scheduled backups with just a few clicks through the customer portal. With our user-friendly control panel and API, you can focus more on coding and less on managing your infrastructure, ensuring a smoother and more efficient workflow. Enjoy the freedom and flexibility that comes with seamless cloud deployment and management!

StorPool provides a fully managed primary storage platform that businesses can use to host mission-critical workloads from their own datacenters. We make it easy to convert standard servers with NVMe SSDs to high-performance, linearly scaling primary storage systems. StorPool is a superior alternative for high-end SANs or All-Flash Arrays (AFA) and mid-range SANs for companies building private or public clouds. StorPool is more reliable, agile, faster, and more cost-effective than other primary storage products. It is a great replacement for legacy storage architectures such as mid- or high-end primary arrays. Your cloud computing offering will deliver exceptional performance, reliability, and a higher ROI.

Amazon Elastic Block Store (EBS) is a high-performance and user-friendly block storage service intended for use alongside Amazon Elastic Compute Cloud (EC2), catering to both throughput and transaction-heavy workloads of any size. It supports a diverse array of applications, including both relational and non-relational databases, enterprise software, containerized solutions, big data analytics, file systems, and media processing tasks. Users can select from six distinct volume types to achieve the best balance between cost and performance. With EBS, you can attain single-digit-millisecond latency for demanding database applications like SAP HANA, or achieve gigabyte-per-second throughput for large, sequential tasks such as Hadoop. Additionally, you have the flexibility to change volume types, optimize performance, or expand volume size without interrupting your essential applications, ensuring you have economical storage solutions precisely when you need them. This adaptability allows businesses to respond quickly to changing demands while maintaining operational efficiency.

CloudPe, a global provider of cloud solutions, offers scalable and secure cloud technology tailored to businesses of all sizes. CloudPe is a joint venture between Leapswitch Networks, Strad Solutions and combines industry expertise to deliver innovative solutions. Key Offerings: Virtual Machines: High performance VMs for various business requirements, including hosting websites and building applications. GPU Instances - NVIDIA GPUs for AI and machine learning. High-performance computing is also available. Kubernetes-as-a-Service: Simplified container orchestration for deploying and managing containerized applications efficiently. S3-Compatible storage: Highly scalable, cost-effective storage solution. Load balancers: Intelligent load-balancing to distribute traffic equally across resources and ensure fast and reliable performance. Why choose CloudPe? 1. Reliability 2. Cost Efficiency 3. Instant Deployment

The Cloud that truly delivers. Scaleway offers a robust foundation for achieving digital success, ranging from a high-performance cloud ecosystem to expansive green datacenters. Tailored for developers and expanding businesses alike, our cloud platform equips you with everything necessary to create, deploy, and scale your infrastructure seamlessly. We provide a variety of services including Compute, GPU, Bare Metal, and Containers, as well as Evolutive & Managed Storage solutions. Our offerings extend to Networking and IoT, featuring the most extensive selection of dedicated servers for even the most challenging projects. In addition to high-end dedicated servers, we also offer Web Hosting and Domain Name Services. Leverage our advanced expertise to securely host your hardware within our resilient and high-performance data centers, with options for Private Suites & Cages, as well as Rack, 1/2, and 1/4 Rack setups. Scaleway operates six state-of-the-art data centers across Europe, delivering cloud solutions to clients in over 160 countries worldwide. Our dedicated Excellence team is available 24/7 throughout the year, ensuring that we are always ready to assist our customers in utilizing, fine-tuning, and optimizing their platforms with the guidance of knowledgeable experts, fostering an environment of continuous improvement and innovation.

Lunavi specializes in creating cloud storage solutions tailored to your application's needs and IT framework, ensuring a streamlined and dependable cloud setting that facilitates synchronized access across your entire portfolio. Different cloud storage types cater to various application demands, with basic file storage being ideal for typical applications, shared drives, and standard read/write tasks. For applications requiring high performance and flexibility, block storage may be the more suitable option. Conversely, when faced with extensive storage demands and the need for broad compatibility, object storage emerges as a viable solution. No matter the application or platform you choose, Lunavi is there to provide expert guidance. Object storage stands out as a highly scalable and cost-efficient option for managing vast amounts of unstructured data, which encompasses images, videos, documents, and other media-rich content. Additionally, Lunavi's offerings of file and block storage come with various performance levels, allowing you to optimize your storage expenditures while effectively supporting diverse cloud workloads, ensuring that you have the right solutions for all your data storage challenges.

Oracle Cloud Infrastructure Block Volume offers customers dependable and high-performance block storage, compatible with various virtual machines and bare metal setups. These Block Volumes come with inherent redundancy, ensuring they remain persistent and durable even after a virtual machine ceases to function, and can be scaled up to 1 PB for each compute instance. Each volume is designed for durability and operates on redundant hardware, thereby providing exceptional reliability. Users can back up both block and boot volumes to Oracle Cloud Infrastructure (OCI) Object Storage, allowing for regular recovery checkpoints. Moreover, they can efficiently manage storage size without the limitations of provisioning. Existing block and boot volumes can be extended from 50 GB up to 32 TB while still online, ensuring there is no disruption to applications and workloads. Additionally, it is possible to clone existing volumes or restore from backups, facilitating the transition to larger volumes. This cloning process can be executed without the need to first initiate a backup and restore, streamlining the overall management of storage resources.

Red Hat® Ceph Storage is a flexible and highly scalable storage solution designed for contemporary data workflows. Specifically developed to support data analytics, artificial intelligence/machine learning (AI/ML), and other emerging applications, it offers software-defined storage compatible with a variety of standard hardware options. You can scale your storage to extraordinary levels, accommodating up to 1 billion objects or more without sacrificing performance quality. The system allows you to adjust storage clusters up or down seamlessly, ensuring there is no downtime during the process. This level of adaptability provides the agility necessary to accelerate your time to market. Installation is notably simplified, enabling quicker setup and deployment. Additionally, the platform facilitates rapid insights from vast quantities of unstructured data through enhanced operation, monitoring, and capacity management tools. To protect your data from external threats and hardware malfunctions, it comes equipped with comprehensive data protection and security features, including encryption at both the client-side and object levels. Managing backup and recovery processes is straightforward, thanks to a centralized point of control and administration, allowing for efficient data management and enhanced operational efficiency. This makes Red Hat Ceph Storage an ideal choice for organizations looking to leverage scalable and reliable storage solutions.

Historically, integrating replicated storage into Kubernetes clusters has posed significant challenges for ITOps and DevOps teams, leading to a lack of support for persistent storage in many on-premises Kubernetes environments. Additionally, external storage solutions are often costly and lack portability. In contrast, Longhorn provides a user-friendly, easily deployable, and fully open-source option for cloud-native persistent block storage, eliminating the financial burdens associated with proprietary systems. Its features include built-in incremental snapshots and backup capabilities that ensure the safety of volume data both within and outside the Kubernetes ecosystem. Longhorn also streamlines the process of scheduling backups for persistent storage volumes through its intuitive and complimentary management interface. Unlike traditional external replication methods, which can take days to recover from a disk failure by re-replicating the entire dataset, Longhorn significantly reduces recovery time, thereby enhancing cluster performance and minimizing the risk of failure during critical periods. With Longhorn, organizations can achieve more reliable and efficient storage solutions for their Kubernetes deployments.

Quickly launch and expand bare metal, virtual servers, and storage solutions worldwide. We are dedicated to empowering developers to create and enhance applications through the most effective global cloud infrastructure available. Focus more on application development and less on infrastructure management. Speed up your development process with adaptable, dependable cloud resources that can be set up in mere seconds. Utilize CI/CD on our infrastructure to build, deploy, and scale your projects effortlessly. Ensure that computing and storage capabilities are provided exactly where they are most required. Expand your platform to guarantee peak performance for users across the globe. Create a worldwide application backend to engage customers seamlessly. Effortlessly handle the demands of resources that are dynamic and rapidly increasing. Constant's leading offering, Vultr, is a popular choice among developers, serving over 1.5 million clients with versatile, scalable, and global bare metal, cloud computing, and storage options. Experience the difference with a platform designed specifically to meet the needs of modern developers.

Zadara makes enterprise storage simple. Any data type. Any protocol. Any location. You get Zadara on your premises or with your cloud provider. This is more than the industry-leading enterprise storage. You get a fully-managed, pay-only-for-what-you-use service that eliminates the cost and complexity typically associated with enterprise storage.

A cohesive, endlessly scalable, and easy-to-manage storage solution tailored for contemporary data centers, this technology effortlessly transforms enterprise storage frameworks into robust tools that foster innovation. SUSE Enterprise Storage stands out as a versatile, dependable, cost-effective, and smart storage system. Built on the Ceph platform, this cloud-native solution is crafted to handle a diverse array of demanding workloads, ranging from archival tasks to high-performance computing (HPC). It is compatible with both x86 and Arm architectures, and can be implemented on commonly available off-the-shelf hardware, enabling organizations to store and process data effectively for gaining a competitive advantage—streamlining business operations and generating deeper insights into customer behavior, thereby enhancing products and services. Furthermore, SUSE Enterprise Storage is designed to support Kubernetes and integrates seamlessly with various technologies such as ML/AI, EDGE, IoT, and embedded systems, making it a comprehensive choice for future-ready enterprises. This adaptability ensures that businesses can stay at the forefront of technological advancements while meeting their evolving storage needs.

Lucidity serves as a versatile multi-cloud storage management solution, adept at dynamically adjusting block storage across major platforms like AWS, Azure, and Google Cloud while ensuring zero downtime, which can lead to savings of up to 70% on storage expenses. This innovative platform automates the process of resizing storage volumes in response to real-time data demands, maintaining optimal disk usage levels between 75-80%. Additionally, Lucidity is designed to function independently of specific applications, integrating effortlessly into existing systems without necessitating code alterations or manual provisioning. The AutoScaler feature of Lucidity, accessible via the AWS Marketplace, provides businesses with an automated method to manage live EBS volumes, allowing for expansion or reduction based on workload requirements, all without any interruptions. By enhancing operational efficiency, Lucidity empowers IT and DevOps teams to recover countless hours of work, which can then be redirected towards more impactful projects that foster innovation and improve overall effectiveness. This capability ultimately positions enterprises to better adapt to changing storage needs and optimize resource utilization.

Create a robust NVMe over Fabrics high-performance shared storage solution with MayaScale that allows for the integration of directly attached NVMe resources into a unified storage pool. This solution enables the flexible provisioning of NVMe namespaces to clients who require high performance with minimal latency. After usage, clients have the option to return NVMe storage back to the shared pool, eliminating issues associated with over-provisioning or unutilized NVMe storage typical of direct-attached setups. The network-agnostic architecture employs RDMA for on-premises deployments and standard TCP for cloud environments, ensuring versatility. Clients can access true NVMe devices using a conventional NVMe driver stack, negating the need for any proprietary drivers. You can easily configure and implement NVMe over Fabrics SAN infrastructure at rack scale in your data center by aggregating diverse NVMe devices through RDMA-compatible connections, such as ROCE, iWARP, or Infiniband. Furthermore, even in public cloud settings, users can harness the benefits of NVMe over Fabrics via the standard TCP/IP protocol, which eliminates the requirement for specialized RDMA hardware or SRIOV virtualization. This innovative approach optimizes resource utilization while maintaining high performance across various deployment scenarios.

Crusoe delivers a cloud infrastructure tailored for artificial intelligence tasks, equipped with cutting-edge GPU capabilities and top-tier data centers. This platform is engineered for AI-centric computing, showcasing high-density racks alongside innovative direct liquid-to-chip cooling to enhance overall performance. Crusoe’s infrastructure guarantees dependable and scalable AI solutions through features like automated node swapping and comprehensive monitoring, complemented by a dedicated customer success team that assists enterprises in rolling out production-level AI workloads. Furthermore, Crusoe emphasizes environmental sustainability by utilizing clean, renewable energy sources, which enables them to offer economical services at competitive pricing. With a commitment to excellence, Crusoe continuously evolves its offerings to meet the dynamic needs of the AI landscape.

Nutanix Files Storage offers a straightforward, adaptable, and innovative scale-out file storage solution tailored for the data-centric age. With just one click, you can perform updates seamlessly and oversee all storage functions from a unified interface. It allows for flexible scaling, whether up or out, using your preferred hardware while providing a cloud-like consumption model. Gain insights into your data usage, track who is accessing it, and leverage automated management for enhanced control. According to an IDC study, Nutanix Files Storage minimizes operational overhead by 66% compared to traditional siloed storage, leading to a remarkable 414% return on investment and a payback period of just seven months. Designed to support billions of files and tens of thousands of user sessions, Nutanix Files Storage can easily accommodate growing environments; a single click is all it takes to scale your cluster elastically, whether by enhancing compute and memory for file server VMs or by adding additional file server VMs. This comprehensive platform also allows you to utilize the same resources for object and block storage, providing a versatile solution for diverse storage needs. Users can thus experience both efficiency and flexibility in managing their data ecosystems.

A framework for distributed data integration that streamlines essential functions of Big Data integration, including data ingestion, replication, organization, and lifecycle management, is designed for both streaming and batch data environments. It operates as a standalone application on a single machine and can also function in an embedded mode. Additionally, it is capable of executing as a MapReduce application across various Hadoop versions and offers compatibility with Azkaban for initiating MapReduce jobs. In standalone cluster mode, it features primary and worker nodes, providing high availability and the flexibility to run on bare metal systems. Furthermore, it can function as an elastic cluster in the public cloud, maintaining high availability in this setup. Currently, Gobblin serves as a versatile framework for creating various data integration applications, such as ingestion and replication. Each application is usually set up as an independent job and managed through a scheduler like Azkaban, allowing for organized execution and management of data workflows. This adaptability makes Gobblin an appealing choice for organizations looking to enhance their data integration processes.

Implement and personalize flash-backed Internet Small Computer Systems Interface (iSCSI) block storage ranging from 25 GB to 12,000 GB, achieving an impressive performance of up to 48,000 IOPS. You can proactively enhance storage capacity or modify performance levels on-the-fly to effectively respond to varying workload requirements. Select from established tiers or meticulously adjust your settings for optimal performance. Ensure data protection during maintenance periods or potential failures. Benefit from transparent pricing with no unexpected costs or extra fees. Additionally, provision block storage seamlessly across IBM Cloud® global data centers to ensure widespread accessibility and reliability. This flexibility allows businesses to scale up or down according to their evolving needs.

The Elastic Volume Service (EVS) offers robust and reliable block storage designed for cloud servers, including Elastic Cloud Servers (ECS) and Bare Metal Servers (BMS). With an impressive durability rate of 99.9999999% and minimal read/write latency of around 1 millisecond, EVS caters to a diverse array of mission-critical applications. Users can select from a variety of EVS disks, including options for high I/O, general-purpose SSD, or ultra-high I/O, ensuring that there is a suitable solution available at a competitive price point. Additionally, EVS allows for seamless expansion of storage capacity without causing any service interruptions, making it easy to adjust to changing storage needs. Should an EVS disk reach its limit, users can promptly increase their block storage, even while the disk is actively in use, enabling a smooth scaling process. Within a few simple clicks, the capacity of system disks can be expanded up to 1 TB, while data disks can be scaled to as much as 32 TB, ensuring ongoing support for your workloads. Furthermore, the data stored on EVS disks benefits from encryption through the industry-standard AES-256 algorithm, guaranteeing high levels of security for sensitive information. This comprehensive service provides both reliability and flexibility, making it an excellent choice for businesses aiming to optimize their cloud storage solutions.

Enhance your data management, security, and storage methods with unrestricted access to select IBM SDS products and IBM Cloud® Object Storage. The IBM Storage Software Suite offers a cohesive interface that simplifies data oversight, while its cost-per-TB pricing model allows for straightforward capacity planning as your storage needs expand. Additionally, the software can be utilized in non-production test environments at no extra cost. The clear per-TB pricing structure for the entire suite is based solely on the amount of storage capacity, independent of the storage type or usage, eliminating any licensing complications when switching between various storage forms or data types. Each product within the IBM Storage Software Suite features a uniform user interface that minimizes mistakes and decreases the necessity for extensive training. Moreover, all products are engineered for seamless collaboration, ensuring smooth integration and comprehensive worldwide support for the entire solution, thereby enhancing operational efficiency.

Oracle Cloud Infrastructure not only accommodates traditional workloads but also provides advanced cloud development tools for modern needs. It is designed with the capability to identify and counteract contemporary threats, empowering innovation at a faster pace. By merging affordability with exceptional performance, it effectively reduces total cost of ownership. As a Generation 2 enterprise cloud, Oracle Cloud boasts impressive compute and networking capabilities while offering an extensive range of infrastructure and platform cloud services. Specifically engineered to fulfill the requirements of mission-critical applications, Oracle Cloud seamlessly supports all legacy workloads, allowing businesses to transition from their past while crafting their future. Notably, our Generation 2 Cloud is uniquely equipped to operate Oracle Autonomous Database, recognized as the industry's first and only self-driving database. Furthermore, Oracle Cloud encompasses a wide-ranging portfolio of cloud computing solutions, spanning application development, business analytics, data management, integration, security, artificial intelligence, and blockchain technology, ensuring that businesses have all the tools they need to thrive in a digital landscape. This comprehensive approach positions Oracle Cloud as a leader in the evolving cloud marketplace.

Are you troubled by storage management nightmares? Whether you are losing sleep over managing different storage tiers for hot, warm, and cold data, or finding it hard to address disruptions and slowdowns, you can now rest easy with a truly software-defined storage solution. DataCore SANsymphony enables you to centrally automate and manage capacity provisioning and data placement across diverse storage environments (any SAN, DAS, HCI, or JBOD). Powered by a block-level storage virtualization technology and a rich set of data services, SANsymphony delivers ultimate flexibility to control how you want to store and protect data. DataCore SANsymphony software-defined storage (SDS) provides organizations the flexibility, performance, and simplicity they need to efficiently aggregate isolated disparate storage resources into one highly available storage services pool. DataCore SANsymphony enables any mix of hyper-converged, converged (SAN), and storage virtualization deployment models to mitigate the business risks, IT complexities, and costs associated with different architectures, data migration initiatives, and protocols while increasing your organizations’ agility and competitive edge. DataCore’s hardware-agnostic approach.

Qlik Replicate is an advanced data replication solution that provides efficient data ingestion from a wide range of sources and platforms, ensuring smooth integration with key big data analytics tools. It offers both bulk replication and real-time incremental replication through change data capture (CDC) technology. Featuring a unique zero-footprint architecture, it minimizes unnecessary strain on critical systems while enabling seamless data migrations and database upgrades without downtime. This replication capability allows for the transfer or consolidation of data from a production database to an updated version, a different computing environment, or an alternative database management system, such as migrating data from SQL Server to Oracle. Additionally, data replication is effective for relieving production databases by transferring data to operational data stores or data warehouses, facilitating improved reporting and analytics. By harnessing these capabilities, organizations can enhance their data management strategy, ensuring better performance and reliability across their systems.

OpenEBS leverages Kubernetes to facilitate the seamless access of Stateful applications to both Dynamic Local PVs and Replicated PVs. Users who adopt the Container Attached Storage model report benefits such as reduced costs, simplified management, and enhanced control for their teams. As a fully Open Source project under the CNCF umbrella, OpenEBS is developed by MayaData alongside a vibrant community. Notable organizations utilizing OpenEBS include Arista, Optoro, Orange, Comcast, and even the CNCF itself. While automated provisioning and storage replication across pods can be intricate, OpenEBS simplifies the management of cross-cloud stateful application storage. In contrast to traditional CSI plugins or software reliant on the Linux kernel, OpenEBS operates entirely in userspace, which streamlines both deployment and ongoing maintenance. Recognized as the largest and most active Kubernetes storage initiative, OpenEBS boasts a substantial user base and a dedicated community, crafted by Kubernetes Site Reliability Engineers and experts who understand the specific requirements of their peers. OpenEBS effectively manages storage for a wide array of Kubernetes environments, ensuring flexibility and efficiency for users. This adaptability makes it an invaluable asset for teams looking to optimize their cloud-native application deployments.

Persistent Disk provides dependable and high-efficiency block storage tailored for virtual machine instances. For scenarios where bulk throughput takes precedence, HDD serves as a cost-effective storage solution. Conversely, SSD ensures consistently superior performance for both random-access tasks and bulk throughput demands. Each of these storage types can be expanded up to a capacity of 64 TB. Thanks to multi-reader mounting capabilities, numerous virtual machines can simultaneously access data from a single Persistent Disk without experiencing a drop in aggregate performance or incurring additional costs. You no longer need to fret about the potential downsizing of your block devices; Persistent Disk offers unparalleled flexibility by enabling you to adjust your storage size even while in operation across one or more virtual machines, all without any downtime. For enhanced convenience and adaptability, snapshots are automatically geo-replicated and readily available for restoration across all regions. Additionally, the process for creating snapshots of a block device can be completed in just minutes instead of lasting hours. To ensure data security, Persistent Disks are automatically encrypted, safeguarding your information both during transmission and while stored. With these features combined, Persistent Disk stands out as a robust solution for managing storage needs effectively.

EMR allows you to adjust the size of your managed Hadoop clusters either manually or automatically, adapting to your business needs and monitoring indicators. Its architecture separates storage from computation, which gives you the flexibility to shut down a cluster to optimize resource utilization effectively. Additionally, EMR features hot failover capabilities for CBS-based nodes, utilizing a primary/secondary disaster recovery system that enables the secondary node to activate within seconds following a primary node failure, thereby ensuring continuous availability of big data services. The metadata management for components like Hive is also designed to support remote disaster recovery options. With computation-storage separation, EMR guarantees high data persistence for COS data storage, which is crucial for maintaining data integrity. Furthermore, EMR includes a robust monitoring system that quickly alerts you to cluster anomalies, promoting stable operations. Virtual Private Clouds (VPCs) offer an effective means of network isolation, enhancing your ability to plan network policies for managed Hadoop clusters. This comprehensive approach not only facilitates efficient resource management but also establishes a reliable framework for disaster recovery and data security.

Our Linux virtual machines simplify cloud infrastructure and provide a robust set of tools that make it easy to develop, deploy, scale, and scale modern applications faster and more efficiently. Linode believes virtual computing is essential to enable innovation in the cloud. It must be accessible, affordable, and easy. Our infrastructure-as-a-service platform is deployed across 11 global markets from our data centers around the world and is supported by our Next Generation Network, advanced APIs, comprehensive services, and vast library of educational resources. Linode products, services and people allow developers and businesses to create, deploy, scale, and scale applications in the cloud more efficiently and cost-effectively.

The rise of data-driven decision-making has resulted in a significant increase in business data and a heightened demand for its analysis. This phenomenon is prompting IT departments to transition from costly Enterprise Data Warehouses (EDW) to more economical Big Data platforms such as Hadoop or AWS, which boast a Total Cost of Ownership (TCO) that is approximately ten times less. Nevertheless, these new systems are not particularly suited for interactive business intelligence (BI) applications, as they struggle to provide the same level of performance and user concurrency that traditional EDWs offer. To address this shortcoming, Jethro was created. It serves customers by enabling interactive BI on Big Data without necessitating any modifications to existing applications or data structures. Jethro operates as a seamless middle tier, requiring no maintenance and functioning independently. Furthermore, it is compatible with various BI tools like Tableau, Qlik, and Microstrategy, while also being agnostic to data sources. By fulfilling the needs of business users, Jethro allows thousands of concurrent users to efficiently execute complex queries across billions of records, enhancing overall productivity and decision-making capabilities. This innovative solution represents a significant advancement in the field of data analytics.

EMR serves as a comprehensive enterprise-grade big data platform, offering cluster, job, and data management functionalities that leverage various open-source technologies, including Hadoop, Spark, Kafka, Flink, and Storm. Alibaba Cloud Elastic MapReduce (EMR) is specifically designed for big data processing within the Alibaba Cloud ecosystem. Built on Alibaba Cloud's ECS instances, EMR integrates the capabilities of open-source Apache Hadoop and Apache Spark. This platform enables users to utilize components from the Hadoop and Spark ecosystems, such as Apache Hive, Apache Kafka, Flink, Druid, and TensorFlow, for effective data analysis and processing. Users can seamlessly process data stored across multiple Alibaba Cloud storage solutions, including Object Storage Service (OSS), Log Service (SLS), and Relational Database Service (RDS). EMR also simplifies cluster creation, allowing users to establish clusters rapidly without the hassle of hardware and software configuration. Additionally, all maintenance tasks can be managed efficiently through its user-friendly web interface, making it accessible for various users regardless of their technical expertise.

Upsolver makes it easy to create a governed data lake, manage, integrate, and prepare streaming data for analysis. Only use auto-generated schema on-read SQL to create pipelines. A visual IDE that makes it easy to build pipelines. Add Upserts to data lake tables. Mix streaming and large-scale batch data. Automated schema evolution and reprocessing of previous state. Automated orchestration of pipelines (no Dags). Fully-managed execution at scale Strong consistency guarantee over object storage Nearly zero maintenance overhead for analytics-ready information. Integral hygiene for data lake tables, including columnar formats, partitioning and compaction, as well as vacuuming. Low cost, 100,000 events per second (billions every day) Continuous lock-free compaction to eliminate the "small file" problem. Parquet-based tables are ideal for quick queries.

Utilize widely-used open-source frameworks like Apache Hadoop, Spark, Hive, and Kafka with Azure HDInsight, a customizable and enterprise-level service designed for open-source analytics. Effortlessly manage vast data sets while leveraging the extensive open-source project ecosystem alongside Azure’s global capabilities. Transitioning your big data workloads to the cloud is straightforward and efficient. You can swiftly deploy open-source projects and clusters without the hassle of hardware installation or infrastructure management. The big data clusters are designed to minimize expenses through features like autoscaling and pricing tiers that let you pay solely for your actual usage. With industry-leading security and compliance validated by over 30 certifications, your data is well protected. Additionally, Azure HDInsight ensures you remain current with the optimized components tailored for technologies such as Hadoop and Spark, providing an efficient and reliable solution for your analytics needs. This service not only streamlines processes but also enhances collaboration across teams.

Simplyblock provides a distributed storage solution for IO-intensive and latency-sensitive container workloads in the cloud, offering an alternative to Elastic Block Storage services. The storage solution enables thin provisioning, encryption, compression, storage virtualization, and more.

Excelero offers a low-latency distributed block storage solution tailored for web-scale applications. With NVMesh, users can access shared NVMe technology over any network while maintaining compatibility with both local and distributed file systems. The platform includes a sophisticated management layer that abstracts the underlying hardware, supports CPU offload, and facilitates the creation of logical volumes with built-in redundancy, all while providing centralized management and monitoring capabilities. This allows applications to leverage the speed, throughput, and IOPS of local NVMe devices combined with the benefits of centralized storage, all without being tied to proprietary hardware, ultimately lowering the total cost of ownership for storage. Additionally, NVMesh's distributed block layer empowers unmodified applications to tap into pooled NVMe storage resources, achieving performance levels comparable to local access. Moreover, users can dynamically create arbitrary block volumes that can be accessed by any host equipped with the NVMesh block client, enhancing flexibility and scalability in storage deployments. This innovative approach not only optimizes resource utilization but also simplifies management across diverse infrastructures.

Hopsworks is a comprehensive open-source platform designed to facilitate the creation and management of scalable Machine Learning (ML) pipelines, featuring the industry's pioneering Feature Store for ML. Users can effortlessly transition from data analysis and model creation in Python, utilizing Jupyter notebooks and conda, to executing robust, production-ready ML pipelines without needing to acquire knowledge about managing a Kubernetes cluster. The platform is capable of ingesting data from a variety of sources, whether they reside in the cloud, on-premise, within IoT networks, or stem from your Industry 4.0 initiatives. You have the flexibility to deploy Hopsworks either on your own infrastructure or via your chosen cloud provider, ensuring a consistent user experience regardless of the deployment environment, be it in the cloud or a highly secure air-gapped setup. Moreover, Hopsworks allows you to customize alerts for various events triggered throughout the ingestion process, enhancing your workflow efficiency. This makes it an ideal choice for teams looking to streamline their ML operations while maintaining control over their data environments.

The Apache Hadoop software library serves as a framework for the distributed processing of extensive data sets across computer clusters, utilizing straightforward programming models. It is built to scale from individual servers to thousands of machines, each providing local computation and storage capabilities. Instead of depending on hardware for high availability, the library is engineered to identify and manage failures within the application layer, ensuring that a highly available service can run on a cluster of machines that may be susceptible to disruptions. Numerous companies and organizations leverage Hadoop for both research initiatives and production environments. Users are invited to join the Hadoop PoweredBy wiki page to showcase their usage. The latest version, Apache Hadoop 3.3.4, introduces several notable improvements compared to the earlier major release, hadoop-3.2, enhancing its overall performance and functionality. This continuous evolution of Hadoop reflects the growing need for efficient data processing solutions in today's data-driven landscape.

Genesis Cloud is designed to support a wide range of applications, whether you are developing machine learning models or performing advanced data analytics. In just minutes, you can set up a virtual machine with either GPU or CPU capabilities, and with various configurations available, you’re sure to find a solution that fits your project's scale, from initial deployment to large-scale operations. You can also create storage volumes that automatically grow in response to your data needs; these are secured by a reliable storage cluster and encrypted to protect against unauthorized access or data loss. Our data centers utilize a state-of-the-art non-blocking leaf-spine architecture featuring 100G switches, ensuring that each server has multiple 25G uplinks, while every account operates within its own isolated virtual network for enhanced security and privacy. Additionally, our cloud services utilize renewable energy, making it not only environmentally friendly but also the most cost-effective option available in the marketplace. This commitment to sustainability and affordability sets Genesis Cloud apart as a leader in cloud infrastructure solutions.

Oracle Cloud Infrastructure (OCI) Data Flow is a comprehensive managed service for Apache Spark, enabling users to execute processing tasks on enormous data sets without the burden of deploying or managing infrastructure. This capability accelerates the delivery of applications, allowing developers to concentrate on building their apps rather than dealing with infrastructure concerns. OCI Data Flow autonomously manages the provisioning of infrastructure, network configurations, and dismantling after Spark jobs finish. It also oversees storage and security, significantly reducing the effort needed to create and maintain Spark applications for large-scale data analysis. Furthermore, with OCI Data Flow, there are no clusters that require installation, patching, or upgrading, which translates to both time savings and reduced operational expenses for various projects. Each Spark job is executed using private dedicated resources, which removes the necessity for prior capacity planning. Consequently, organizations benefit from a pay-as-you-go model, only incurring costs for the infrastructure resources utilized during the execution of Spark jobs. This innovative approach not only streamlines the process but also enhances scalability and flexibility for data-driven applications.

A transformative age in data storage has emerged, as Nyriad harnesses the combined strength of GPUs and CPUs to redefine capacity, reliability, and security. By challenging traditional approaches to storage architectures, Nyriad is at the forefront of innovation with its advanced compression technology platform aimed at enhancing data storage solutions for large-scale and high-performance computing needs. Their GPU-accelerated block storage device leverages massively parallel processing to deliver exceptionally robust data storage, allowing clients to fulfill the demands of scale, security, efficiency, and performance across various computing tasks. Central to Nyriad's vision is the concept of 'liquid data,' which seamlessly navigates through storage, networking, and processing constraints to achieve optimal speed and effectiveness. This innovative approach requires strong cloud integration, and Nyriad is in the final stages of developing Ambigraph, an operating system poised to empower exascale computing capabilities. With these advancements, Nyriad is not just enhancing data storage but is also paving the way for the future of computing.

Integrate block, file, and object data locally using a comprehensive enterprise storage solution that offers a cloud-like experience. IBM Storage Ceph serves as a unified enterprise storage platform, allowing organizations to break down data silos while providing a cloud-native feel, all while aiding in cost reduction and quicker provisioning. As IT leaders transition from conventional storage methods to more cohesive enterprise storage systems, they find that these solutions adeptly manage various modern workloads across on-premises and hybrid settings, thereby streamlining IT operations and accommodating evolving needs. IBM Storage Ceph stands out as the sole enterprise storage platform capable of consolidating block, file, and object data protocols into one software-defined system, effectively supporting a wide range of enterprise operational workloads and minimizing the long-term expenses associated with maintaining separate storage infrastructures while ensuring a seamless cloud-like experience on-site. This capability not only enhances efficiency but also positions organizations to better respond to future data management challenges.

Experience accelerated digital transformation within just 10 months through a cohesive storage solution that ensures seamless integration and enhanced ransomware protection. This transformation can lead to a remarkable 421% return on investment over five years and boost IT storage management efficiency by 63%. Nutanix Unified Storage serves as a software-defined platform designed to streamline enterprise data storage tasks while delivering the agility and speed essential for developing contemporary applications and services across various deployment environments, including core, cloud, and edge. This consumption-based model effectively addresses the rapid increase in unstructured data while satisfying performance needs. Furthermore, it features integrated data security and analytics that offer profound insights for preventing, detecting, and recovering from ransomware attacks and cyber threats. By consolidating data services, management, automation, and availability become significantly easier, allowing for a more organized approach. The Unified Storage platform can be expanded across core, edge, or cloud environments and supports various protocols to ensure compatibility with all workloads and users, fostering a versatile and robust IT infrastructure. Ultimately, this solution empowers organizations to thrive in a digital era marked by rapid change and increasing data demands.

Experience enterprise-level storage solutions tailored to the locations of your applications. Cloud Volumes ONTAP allows you to maximize the efficiency of your cloud storage expenditures and operational performance, all while improving data safety, security, and regulatory adherence. With Cloud Volumes ONTAP, you can effortlessly estimate your storage expenses on platforms like AWS, Azure, or Google Cloud by utilizing a straightforward, user-friendly calculator that is completely free to use. This tool is designed to help you make informed decisions about your cloud storage needs.