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Usage AI
https://www.usage.ai
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AWS Timestream management console showing the Create Database page with two sections: the top section showing Timestream for InfluxDB with a green Recommended badge, an instance class dropdown showing db.influx.large selected, a deployment option for Single-AZ or Multi-AZ, and pricing information showing $0.264 per hour for db.influx.large in US East, and the bottom section showing Timestream for LiveAnalytics with an orange maintenance mode banner reading This product is in maintenance mode and no longer accepts new customers as of June 20 2025, with a blue Learn how to migrate link below it

What Is AWS Timestream? The Complete 2026 Guide

| | aws
Important 2026 update: Timestream for LiveAnalytics closed to new customers on June 20, 2025. It is in maintenance mode. Existing customers continue to be supported, but AWS officially recommends migrating to Timestream ...
Usage AI
CloudZero dashboard displaying unit economics with cost allocation by product feature and customer segment.

CloudZero Alternatives: Best Cloud Cost Tools That Actually Cut Spend in 2026

| | aws, Guides
CloudZero is a cloud cost intelligence platform built around a real problem: most cloud bills are opaque. When you have 40 teams deploying across AWS, GCP, and Kubernetes, Cost Explorer cannot tell ...
Usage AI
AWS Neptune management console Modify DB cluster page showing the DB instance class selector with db.r8g.large highlighted in the dropdown, displaying a pricing annotation showing approximately 16 percent lower cost than the current db.r6g.large instance, with a note stating that Graviton4 R8g instances require Amazon Neptune engine version 1.4.5 or higher and a version compatibility warning suggesting an engine upgrade if the current version does not meet this requirement, alongside an estimated monthly cost comparison panel showing the current db.r6g.large on-demand cost decreasing by approximately 16 percent with the migration to db.r8g.large

AWS Neptune Pricing: The Complete Cost Guide for 2026

| | aws
Neptune is AWS’s purpose-built managed graph database. It stores entities and the relationships between them, letting applications traverse those connections — finding paths, detecting communities, identifying fraud patterns, generating recommendations — using ...
Usage AI
AWS Neptune Database management console showing the Graph Explorer interface with the query panel at the top displaying three language tabs: Gremlin, openCypher, and SPARQL, with the openCypher tab active and showing the query MATCH open-paren a colon Person where name equals Alice close-paren hyphen bracket colon KNOWS bracket hyphen greater-than open-paren b close-paren RETURN b dot name, and the results panel below the query editor showing a table of matched nodes with columns for name and other properties returned from the sample social graph dataset

What Is AWS Neptune? The Complete 2026 Guide to AWS’s Graph Database

| | aws
Relational databases are excellent at storing structured data in rows and columns. They struggle when the most important thing about your data is not the data itself but the connections between data ...
Usage AI
AWS ElastiCache management console Create Cache page showing the engine selection step with three radio button options: Valkey with a green Recommended badge and a pricing note showing 20 percent lower cost than Redis OSS, Redis OSS showing the established engine description with full compatibility information, and Memcached showing the simple key-value caching description, with a pricing comparison panel on the right showing cache.r7g.xlarge on-demand rates of $0.350 per hour for Valkey and $0.437 per hour for Redis OSS in US East North Virginia as of 2026

What Is Amazon ElastiCache? The Complete 2026 Guide

| | aws, Reserved Instances
Amazon ElastiCache is a fully managed in-memory data store service on AWS. It stores data in RAM rather than on disk, which is the fundamental reason it exists: reading 1 MB of ...
Usage AI
AWS RDS Performance Insights comparison view showing two database instances running the same PostgreSQL OLTP benchmark workload simultaneously: on the left a db.r7g.xlarge Graviton3 instance showing 4200 transactions per second at 72 percent CPU utilization, and on the right a db.r8g.xlarge Graviton4 instance showing 5800 transactions per second at 71 percent CPU utilization, with both instances using the same PostgreSQL 16 engine version and gp3 storage configuration, the green throughput bars clearly higher on the Graviton4 instance at the same CPU consumption level, with a percentage annotation showing the 38 percent throughput improvement consistent with AWS Graviton4 benchmark data published in November 2024

RDS PostgreSQL on Graviton: Benchmarks, Cost Savings, and the RI Strategy That Stacks Both

| | aws, RDS
AWS Graviton processors have been available for RDS since 2021. As of 2026, four Graviton generations have been released for RDS databases: Graviton2 (2021), Graviton3 (2023), Graviton4 (2024), and Graviton4E variants in ...
Usage AI
Apptio Cloudability cost allocation dashboard showing spend breakdown by service and account

Apptio Cloudability Alternatives: 7 Tools Compared for FinOps Teams in 2026

| | Compare, Guides
Apptio Cloudability is an IBM-owned cloud financial management platform. If you are evaluating alternatives, you have probably already identified the core issue: Cloudability shows you where your cloud spend is going, but ...
Usage AI
AWS RDS management console showing the storage monitoring panel for an RDS PostgreSQL instance with pgvector enabled, with a storage breakdown visualization showing the total 200 GB gp3 volume allocated at $23 per month, with a detailed breakdown showing 38 gigabytes consumed by the vector embeddings table containing 5 million 1536-dimensional vectors stored as pgvector vector type, 67 gigabytes consumed by the HNSW index built on the embedding column with default m equals 16 and ef_construction equals 64 parameters, 42 gigabytes for other application tables and indexes, and 53 gigabytes of remaining free space, with an annotation showing the HNSW index is 1.76 times larger than the raw vector data it indexes

RDS PostgreSQL Extensions Cost: pgvector, PostGIS, and What Actually Drives Your Bill

| | aws, RDS
The AI Overview gets the headline right: pgvector and PostGIS are free extensions on Amazon RDS for PostgreSQL. No licensing fee, no per-query charge, no additional line item for enabling them. You ...
Usage AI
AWS S3 management console Create Lifecycle Rule page showing the Transition actions section where the user can configure automatic object movement between storage classes, displaying three Glacier storage class options as transition destinations: Glacier Instant Retrieval listed at $0.004 per GB per month with a 90-day minimum storage duration, Glacier Flexible Retrieval at $0.0036 per GB per month also with a 90-day minimum, and Glacier Deep Archive at $0.00099 per GB per month with a 180-day minimum storage duration, each option showing the transition cost of $0.05 per 1,000 objects and a note about the 40 KB metadata overhead that applies to Glacier Flexible and Deep Archive objects

Glacier and Deep Archive Pricing: The Complete 2026 Cost Guide

| | aws
S3 Glacier Deep Archive is the cheapest cloud storage at any major provider. At $0.00099/GB-month, storing 1 petabyte costs $1,013/month. The same petabyte in S3 Standard costs $23,552/month. That 96% cost gap ...
Usage AI
AWS ALB cross-zone load balancing configuration toggle in EC2 console

AWS Data Transfer Costs: How to Cut Your Egress Bill Without Rebuilding Your Stack

| | aws, Guides
AWS data transfer costs are billed the moment data crosses a boundary: out to the internet, between Availability Zones, between Regions, or through specific networking services. Data flowing into AWS is free ...
Usage AI
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