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Oracle logo 26074 · 2026-04-22 Research Note

Oracle AI Database drives 87 percent faster data refresh

Nucleus interviewed Oracle AI Database customers and found that consolidating transactional, analytical, and integration workloads onto Oracle's converged data platform reduces the data latency, operational overhead, and redundant infrastructure of running AI workloads across fragmented or single-purpose database systems.

Strategy logo 26066 · 2026-04-16 Research Note

Driving agentic consistency with Strategy Mosaic

Interviews with Strategy customers deploying the Mosaic universal semantic layer found up to 21 percent faster time to insight and 5 to 9 percent accelerated case resolution; Nucleus recommends auditing semantic architecture for AI readiness before scaling agents.

own logo 26065 · 2026-04-16 Research Note

How AI economics reshape software pricing models

Argues AI inference and token economics embed marginal cost into every SaaS AI feature, making per-seat licensing defensible only where engagement exceeds the vendor's incremental AI serving costs; buyers should evaluate agreements on engagement and value per seat.

own logo 26063 · 2026-04-14 Value Matrix

iPaaS Technology Value Matrix 2026

2026 iPaaS Value Matrix noting agent builders and MCP support have become standard, positioning iPaaS as the orchestration layer for agentic workflows; leaders are Boomi, Salesforce (Informatica), Oracle, Infor, and Tray.ai.

Domo logo 26061 · 2026-04-10 Research Note

Extending analytics distribution with Domo Everywhere

Interviews with Domo Everywhere customers found organizations compressed embedded analytics rollout timelines from months to weeks and accelerated data request fulfillment 55 to 70 percent by embedding governed, multi-tenant analytics into existing workflows.

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Elastic logo 26029 · 2026-02-23 Research Note

Elastic returns $2.57 per dollar invested

Three years of ROI case study data show Elastic observability and search deployments returned $2.57 per dollar spent with a 14.5-month average payback, eliminating $72,000 to $180,000 annually in infrastructure costs and reducing MTTR by up to 80 percent.

$2.57 returned per dollar spent with an average payback period of 14.5 months

own logo 26026 · 2026-02-17 Research Note

Saving data team time with data integration and preparation platforms

Analysis of 13 studies across healthcare, financial services, manufacturing, and retail found organizations spend 40 to 80 percent of data team time connecting, cleaning, and transforming data; deployments addressing the integration layer recovered that capacity and cut infrastructure costs 43 to 76 percent.

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Microsoft logo 26012 · 2026-01-26 Research Note

Power BI improves analyst productivity by 27 percent

Evaluation of Power BI deployments found customers connecting it to data platforms as a last-mile analytics layer achieved 27 percent analyst time savings, revenue gains of up to six percent, and accelerated insight delivery from real-time dashboards.

Qlik logo Z230 · 2025-12-22 Research Note

The value of Qlik Open Lakehouse

Organizations adopting Qlik Open Lakehouse reported 60 to 70 percent improvements in data ingestion processing costs, 25 to 30 percent reductions in query compute costs at up to 5x faster processing, and 30 to 50 percent less platform management time through automated Iceberg optimization.

IBM logo Z244 · 2025-12-22 Announcement

IBM announces intent to acquire Confluent

Analyzes IBM's $11 billion intent to acquire Confluent, combining IBM MQ with Confluent's Kafka, WarpStream, and managed Flink offerings to provide native MQ-to-Kafka connectivity for AI workloads, with up to 90 percent cost savings versus self-managed streaming.

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own logo Z251 · 2025-12-22 Research Note

iPaaS deployments in financial services return $1.47 per dollar invested

ROI case study data shows iPaaS deployments in financial services returned $1.47 per dollar spent with an 8.6-month average payback, with 60 to 82 percent productivity gains for developer and operations teams and 55 to 66 percent administrative cost reductions.

$1.47 returned per dollar invested with an average payback period of 8.6 months

own logo Z238 · 2025-12-17 Trends

Top 5 analytics trends for 2026

Outlines the top five analytics trends for 2026 as analytics access becomes expected by business users, frontline workers, and end customers, driving demand for unified platforms combining data preparation, governance, visualization, and conversational AI capabilities.

Oracle logo Z236 · 2025-12-15 Research Note

Oracle Analytics returns $4.76 per dollar invested

Three years of ROI case study data show Oracle Analytics Cloud and Fusion Data Intelligence deployments returned $4.76 per dollar spent with a 10-month average payback, with analysts seeing up to 80 percent faster query development.

$4.76 returned per dollar spent with an average payback period of 10 months

own logo Z232 · 2025-12-13 Research Note

Quantifying the value of data preparation platforms

A framework for quantifying the business case for data preparation platforms, which Nucleus interviews show deliver 40 to 60 percent improved analyst productivity and accelerate analytics and AI project timelines by 40 to 50 percent by automating cleaning and transformation tasks.

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own logo Z227 · 2025-12-11 Research Note

Quantifying the value of data integration

A framework for building the business case for modern data integration platforms, translating technical uplifts of integration-as-a-service with managed infrastructure into cost savings, time savings, and profit extension that align technical and financial decision makers.

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SAS logo Z223 · 2025-12-11 Research Note

Improve fraud detection by 24 percent with SAS

Nucleus research with financial institutions implementing SAS Viya found 24 percent improved fraud detection accuracy for organizations with existing models in production, 92 percent time savings in fraud analysis workflows, and over $20 million in annual cost avoidance.

own logo Z215 · 2025-12-09 Research Note

Quantifying the value of Data Governance

Provides a framework for calculating ROI from data governance investments as governance evolves from a compliance asset to an AI enabler, citing 25 to 45 percent infrastructure cost reductions and 21 to 50 percent data team productivity improvements from prior Nucleus research.

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Boomi logo Z204 · 2025-12-03 ROI Case Study

ROI case study: Boomi at a regional bank

A regional bank saw a 97% ROI with a payback period of 9.9 months after deploying the Boomi Enterprise Platform to automate core operations, including loan processing, customer onboarding, and account maintenance.

97% ROI with a 9.9-month payback

Domo logo Z191 · 2025-11-13 Anatomy of a Decision

Anatomy of a decision: Domo

Domo customers cited automation and governance capabilities, ease of use for non-technical users, and scalability for data delivery as key selection criteria; Nucleus expects accelerated Domo adoption among enterprises empowering citizen users without sacrificing governance.

Oracle logo Z188 · 2025-11-10 ROI Case Study

ROI case study: Oracle at logistics services

A logistics services provider achieved a 396 percent ROI with a 3.1-month payback by implementing Oracle Analytics in an HR cloud shift, consolidating more than 10 legacy systems and realizing $118.3 million in total benefits over three years, driven primarily by improved employee retention.

396 percent ROI and a 3.1-month payback period

InterSystems logo Z167 · 2025-10-20 Anatomy of a Decision

Anatomy of a decision: InterSystems IRIS

Enterprises that migrated to InterSystems IRIS cited convergence, enterprise-scale support, and component-solution fatigue as motivators, with adoption driving up to 98 percent improvement in risk and claims filtering accuracy and consolidation of hundreds to thousands of data management services.

Embeddable logo Z151 · 2025-10-01 Anatomy of a Decision

Anatomy of a decision: Embeddable

Embeddable customers cited native integration, extensive customizability, and a partnership-oriented approach as selection criteria, achieving 90 to 95 percent faster feature delivery and 99.9 percent uptime; Nucleus sees developer-first headless vendors gaining share in embedded analytics.

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MongoDB logo Z148 · 2025-09-24 ROI Case Study

ROI case study: MongoDB at a global technology provider

A global technology provider achieved a 250 percent ROI with a 4.8-month payback after deploying RAG models on MongoDB for support operations, improving case deflection 40 percent and reducing administrative costs 67 percent.

250 percent ROI and a payback period of 4.8 months

own logo Z138 · 2025-09-10 Research Note

Data governance returns $3.20 per dollar invested

Analysis of three years of ROI case study data found data governance deployments returned $3.20 per dollar spent on average with a 10.3-month payback, including 25 to 45 percent infrastructure cost reductions and a 41 percent average workload reduction for data engineers.

$3.20 returned per dollar invested with an average payback period of 10.3 months

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Boomi logo Z137 · 2025-09-10 Anatomy of a Decision

Anatomy of a decision: Boomi

Boomi customers cited reliable system connectivity, integration development speed versus manual coding, and cloud-based requirements as key selection criteria; a biotechnology company achieved 100 percent execution accuracy and a technology services provider cut integration development time 67 percent, avoiding $500,000 in coding costs.

Teradata logo Z134 · 2025-09-08 Anatomy of a Decision

Anatomy of a decision: Teradata

Teradata customers cited integration with existing infrastructure, scalability for diverse workloads, and cost efficiency as key selection criteria; a professional sports franchise achieved 6x improved marketing effectiveness and an energy producer cut platform costs 50 percent versus alternatives.

ThoughtSpot logo Z125 · 2025-08-26 Anatomy of a Decision

Anatomy of a decision: ThoughtSpot

ThoughtSpot customers cited natural language search, intuitive self-service analytics for non-technical users, and scalable large-volume data processing as primary selection factors; Nucleus anticipates continued gains as enterprises migrate from legacy BI to AI-native analytics.

Solace logo Z122 · 2025-08-18 Anatomy of a Decision

Anatomy of a decision: Solace Event-Driven Integration

Interviews with Solace customers found performance, scalability, and event-driven architecture support drove adoption; a global beverage manufacturer cut peak CPU utilization 70 percent while scaling throughput 10x, and an energy conglomerate projected annual savings exceeding $100 million.

own logo Z106 · 2025-07-15 Value Matrix

NoSQL DBMS Technology Value Matrix

Value Matrix on NoSQL databases as AI-native SaaS workloads accelerate adoption of multimodel platforms with natural-language interfaces, vector search, RAG, and serverless autoscaling; leaders are AWS, InterSystems, Microsoft, MongoDB, and Oracle.

Teradata logo Z71 · 2025-05-19 ROI Guidebook

ROI Guidebook - Teradata VantageCloud

Organizations using Teradata VantageCloud achieved an average ROI of 427% over three years, with an average annual benefit of $7.9 million and a payback period of 11 months, based on Nucleus ROI assessments of customers across healthcare, insurance, and telecommunications.

427% ROI with an 11-month payback

own logo Z58 · 2025-04-15 Value Matrix

iPaaS Technology Value Matrix 2025

Comprehensive analysis of iPaaS technology vendors and market positioning for 2025. Customer interviews showed rapid adoption of AI capabilities, with usability differentiators shifting to AI tools, copilot, and agentic experiences.