The Hidden Cost of Your Data Access Layer

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by Neeshma Mehta Posted on November 12, 2026

Organizations are investing heavily in AI, analytics, and cloud modernization, but many overlook a foundational component that directly impacts success: the data access layer. While rarely top of mind, the technology that connects applications to data sources can significantly affect performance, security, scalability, and operational costs.

As data becomes increasingly distributed across cloud platforms, databases, SaaS applications, APIs, and legacy systems, organizations often rely on a patchwork of custom integrations and aging connectors. The result is hidden costs that accumulate over time.

Where the Costs Add Up

  • Development and maintenance overhead often grows as teams build and maintain custom integrations for every new data source. Instead
    of focusing on innovation, valuable engineering resources are spent
    troubleshooting connectivity issues and managing compatibility
    updates.

  • Performance bottlenecks can also emerge from outdated or inefficient connectors. Slow data access impacts application
    responsiveness, employee productivity, and customer experiences,
    while increasing infrastructure costs.

  • Security and compliance challenges become more difficult to manage as data environments expand. Legacy connectivity approaches
    may struggle to support modern requirements such as OAuth, SSO, MFA,
    and Zero Trust architectures, creating governance and risk management
    concerns.

  • Perhaps most importantly, analytics and AI initiatives suffer when
    data access is fragmented
    . Teams spend more time finding,
    integrating, and preparing data than generating insights, delaying
    projects and reducing the value of technology investments.

Why Modern Connectivity Matters

Today, connectivity is no longer just an IT concern. It is a business enabler. A modern data access strategy provides standardized, secure, and high-performance access to data across cloud, hybrid, and on-premises environments. This reduces complexity, improves scalability, and accelerates time-to-value for analytics and AI projects.

The experience of Coffing Data Warehousing (CoffingDW) highlights the potential impact. By modernizing its data connectivity approach, the company streamlined access across multiple data platforms and dramatically reduced project timelines, allowing teams to deliver insights faster and more efficiently.

The Takeaway

The biggest data challenges are often not about storing data, but accessing it. Organizations that modernize their data access layer can reduce operational costs, strengthen security, improve performance, and accelerate digital transformation initiatives.

As businesses continue to invest in AI and data-driven decision-making, a modern connectivity strategy is becoming a competitive advantage rather than a back-office necessity.

Download the whitepaper to learn how leading organizations are modernizing data access for AI, analytics, and growth.


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Neeshma Mehta
Neeshma Mehta
Neeshma Mehta is a Product Marketing Specialist at Progress Software, where she supports go-to-market strategy and content development for data and decisioning solutions, including Progress DataDirect and Progress Corticon products. With a background in information systems and a minor in data analytics and marketing, she brings a strong blend of technical and business insight to product marketing.
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Neeshma Mehta October 07, 2026
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