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Almost daily, teams have requests for new toolsfor database management, CI/CD, security, and collaborationto address specific needs. Here are five strategies executives can pursue to reduce tool sprawl, lower costs, and increase operational efficiency. Moreover, tool sprawl can increase risks for reliability, security, and compliance.
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To get a better idea of OpenTelemetry trends in 2025 and how to get the most out of it in your observability strategy, some of our Dynatrace open-source engineers and advocates picked out the innovations they find most interesting. Because its constantly evolving, staying up to date with the latest in OpenTelemetry is no small feat.
If you’re hosting your databases in the cloud, choosing the right cloud service provider is a significant decision to make for your long-term hosting costs. Over the last few weeks, we have been inundated with requests from SMB customers looking to improve the ROI on their database hosting. MongoDB® Database. EC2 instances.
etcd database The etcd Database is the brain of your cluster, storing all configuration data that the API server uses to verify and maintain the cluster state. Insecure storage of secrets such as API keys and passwords, as well as workload configurations. Every permission granted should be scrutinized and justified.
At this scale, we can gain a significant amount of performance and cost benefits by optimizing the storage layout (records, objects, partitions) as the data lands into our warehouse. We built AutoOptimize to efficiently and transparently optimize the data and metadata storage layout while maximizing their cost and performance benefits.
There are a wealth of options on how you can approach storage configuration in Percona Operator for PostgreSQL , and in this blog post, we review various storagestrategies — from basics to more sophisticated use cases. For example, you can choose the public cloud storage type – gp3, io2, etc, or set file system.
ScaleGrid is a fully managed DBaaS that supports MySQL, PostgreSQL and Redis™, along with additional support for MongoDB® database and Greenplum® database. Along with many popular cloud providers, DigitalOcean also provides a Managed Databases service. So, which database service is right for your application? Single Node.
Incremental Backups: Speeds up recovery and makes data management more efficient for active databases. Improved JSON Handling & Security: Improved logical replication and the new MAINTAIN privilege give database administrators more control and flexibility. Start your free trial today!
Mounting object storage in Netflix’s media processing platform By Barak Alon (on behalf of Netflix’s Media Cloud Engineering team) MezzFS (short for “Mezzanine File System”) is a tool we’ve developed at Netflix that mounts cloud objects as local files via FUSE. Our object storage service splits objects into many parts and stores them in S3.
High storage costs. To make searches more manageable, teams rely on database indexing. To analyze long-term trends using traditional methods, teams must rehydrate data that resides in “cold data storage” (older data that is no longer accessible for daily operations). Search constraints.
Learn best practices: Get expert recommendations on building a proactive Kubernetes security automation strategy. Why add KSPM to your organizations cloud security strategy? KSPM best practices The following are some practical tips to maximize the effectiveness of your Kubernetes security posture management strategy.
Database monitoring. This ensures the database queries are performant, while also identifying host problems. For example, uptime detection can identify database instability and help to improve mean time to restoration. Cloud storage monitoring. Website monitoring. Virtual machine (VM) monitoring.
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A distributed storage system is foundational in today’s data-driven landscape, ensuring data spread over multiple servers is reliable, accessible, and manageable. Understanding distributed storage is imperative as data volumes and the need for robust storage solutions rise.
Central to this infrastructure is our use of multiple online distributed databases such as Apache Cassandra , a NoSQL database known for its high availability and scalability. Over time as new key-value databases were introduced and service owners launched new use cases, we encountered numerous challenges with datastore misuse.
Why should a relational database even care about unstructured data? JSON database in 9.2 It is useful to validate incoming JSON and store in the database. JSONB storage has some drawbacks vs. traditional columns: PostreSQL does not store column statistics for JSONB columns. JSONB Patterns & Antipatterns.
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Confused about multi-cloud vs hybrid cloud and which is the right strategy for your organization? Real-world examples like Spotify’s multi-cloud strategy for cost reduction and performance, and Netflix’s hybrid cloud setup for efficient content streaming and creation, illustrate the practical applications of each model.
Mastering Hybrid Cloud Strategy Are you looking to leverage the best private and public cloud worlds to propel your business forward? A hybrid cloud strategy could be your answer. Understanding Hybrid Cloud Strategy A hybrid cloud merges the capabilities of public and private clouds into a singular, coherent system.
Key Takeaways Enterprise cloud security is vital due to increased cloud adoption and the significant financial and reputational risks associated with security breaches; a multilayered security strategy that includes encryption, access management, and compliance is essential.
Strategically handle end-to-end data deletion Two key elements form the backbone of an effective deletion strategy in Dynatrace SaaS data management: retention-based and on-demand deletion. Retention-based deletion is governed by a policy outlining the duration for which data is stored in the database before it’s deleted automatically.
Redis® Monitoring Essentials Ensuring the performance, reliability, and safety of a Redis® database requires active monitoring. With these essential support systems in place, you can effectively monitor your databases with up-to-date data about their health and functioning status at all times.
At one point, more than 30 developers were working on it, and it had well over 300 database tables. a database, a microservice API exposed via gRPC or REST, or just a simple CSV file. One of the main advantages we also saw in having an app with clear boundaries is our testing strategy?—?the
The choice of self-managed cloud databases vs DBaaS is a common debate among those who are looking for the best option that will cater to their particular needs. Database as a Service (DBaaS) and managed databases offer distinct advantages along with certain challenges.
IT infrastructure is the heart of your digital business and connects every area – physical and virtual servers, storage, databases, networks, cloud services. This shift requires infrastructure monitoring to ensure all your components work together across applications, operating systems, storage, servers, virtualization, and more.
Note: Contrary to what the name may suggest, this system is not built as a general-purpose time series database. Flexible Storage : The service is designed to integrate with various storage backends, including Apache Cassandra and Elasticsearch , allowing Netflix to customize storage solutions based on specific use case requirements.
Let’s delve deeper into how these capabilities can transform your observability strategy, starting with our new syslog support. Native support for Syslog messages Syslog messages are generated by default in Linux and Unix operating systems, security devices, network devices, and applications such as web servers and databases.
Traditionally, though, to gain true business insight, organizations had to make tradeoffs between accessing quality, real-time data and factors such as data storage costs. Additionally, it provides index-free storage and direct analytics access to source data without requiring data rehydration. Identify the business outcomes.
Our distributed tracing infrastructure is grouped into three sections: tracer library instrumentation, stream processing, and storage. An additional implication of a lenient sampling policy is the need for scalable stream processing and storage infrastructure fleets to handle increased data volume. Storage: don’t break the bank!
Optimal metric storage management strategy. Dynatrace Managed metric storage management is reliable and delivers high performance. Our new solution for managing metric storage doesn’t reclaim disk space by data compaction. Impact on disk space.
Database & functional migration. If you want to read up on migration strategies check out my blog on 6-R Migration Strategies. In order to support these modernization strategies, it takes a more granular approach to dependency analysis as we have a more specific set of questions to answer: Which services do we actually have?
Migrating a proprietary database to open source is a major decision that can significantly affect your organization. Today, we’ll be taking a deep dive into the intricacies of database migration, along with specific solutions to help make the process easier.
The sheer number of permutations can break traditional databases. When data storagestrategies become problematic to DevOps maturity Data warehouse-based approaches add cost and time to analytics projects. Indexless means teams have rapid access to data without the storage cost and resources needed to maintain massive indexes.
In this blog post, we will see how running databases on Kubernetes with Percona Operators can reduce your cloud bill when compared to using AWS RDS. year For ten instances, it will be $168,192 per year Default gp2 storage is $0.115 per GB-month, for 200 GB, it is $22.50/month EBS gp2 storage is $0.10 db.r5.4xlarge – $1.92/hour
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MySQL is a popular open-source relational database management system for online applications and data warehousing. Because of this, preserving the availability and integrity of the data stored in MySQL databases requires regular backups. Having MySQL backups for your database can speed up and simplify the recovery process.
To make data count and to ensure cloud computing is unabated, companies and organizations must have highly available databases. A basic high availability database system provides failover (preferably automatic) from a primary database node to redundant nodes within a cluster. HA is sometimes confused with “fault tolerance.”
Seamlessly report and be alerted on non-topology-related custom metrics, using Dynatrace as a metric database. Choose your monitoring strategy (i.e., Because you can now seamlessly report non-topological metrics, you can now use Dynatrace as a metric database. Seamlessly report and be alerted on topology-related custom metrics.
There is no need to think about schema and indexes, re-hydration, or hot/cold storage. OpenPipeline’s high-performance filtering and preprocessing provide full ingest and storage control for the Dynatrace platform. Keep in mind that Dynatrace Grail is schema-on-read and indexless, built with scaling in mind.
With MySQL point-in-time recovery , you can restore your database to the moment before the problem occurs. Preparation for PITR is crucial and involves enabling binary logging and creating a full database backup. It is important to begin with a thorough database backup to prepare for such situations.
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As a result, not only can you understand, for example, that someone accessed a database, but also from where they came, exactly what they accessed, and to where they exported the data–to the level that we know the exact database query statement.
Migrating Persistent Stores Stateful APIs pose unique challenges that require different strategies. This alternate migration strategy has proven effective for our systems that meet certain criteria. Our system doesn’t require strict consistency guarantees and does not use database transactions.
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