For years, financial institutions have competed on products, service models, and operational scale. But today, a new differentiator has quietly emerged: the ability to deliver clean, connected, and consumable data across any platform, any channel, and any ecosystem.

In an industry defined by real-time decisioning, regulatory scrutiny, and rising client expectations, data delivery is no longer a back-office afterthought – it's a strategic necessity. Alternative asset managers need fast, flexible, and trustworthy data, and providers focused on delivering that will shape the next era of client engagement.

There are a multitude of different approaches to enhancing data delivery, and below the Citco group of companies (Citco) looks at some of the key developments which are already impacting how managers interact with their own data.

From files to fluidity: The new delivery landscape

APIs: The real-time backbone

Application Programming Interfaces (APIs) remain the most flexible and developer-friendly method for accessing financial data. They allow clients to pull the latest positions, transactions, valuations, and analytics on demand. The connective tissue enabling integration with CRMs, portfolio systems, risk platforms, and client-facing portals with minimal friction, APIs are helping to transform client data delivery, and managers should ensure their providers are at the forefront of these vital protocols.

Databricks and Snowflake Share: Setting a new standard for governed distribution

Secure data sharing technologies, such as Databricks Delta Share and Snowflake Direct Share, are transforming how institutions exchange large, structured datasets.

These technologies allow firms to provide access to data without copying, while maintaining strict permissions and governance. They also have the advantage of eliminating SFTP batch jobs and manual reconciliation and support multi-cloud and cross-partner interoperability. They are particularly compelling for those with high-volume data and those already operating in Databricks or Snowflake, and Citco is expanding support for governed sharing frameworks so clients can integrate data directly into their analytics ecosystems with stronger oversight and entitlement controls.

SFTP & Cloud Delivery: Still relevant, but evolving

Traditional Secure File Transfer Protocol (SFTP) isn’t disappearing; it remains the lowest-friction solution for clients with mature file-based pipelines. But its drawbacks – lack of schema enforcement, no integrated metadata, and limited lineage—are becoming more apparent.

Cloud delivery has emerged as the modern successor through platforms such as AWS S3, Azure Blob, GCP Storage, and Box, offering event-driven processing, native encryption, and easy integration with data lakes. In Citco’s experience, clients increasingly prefer direct landing zones with automated alerts, version control, and metadata pushed alongside the payload. While we continue to support established delivery mechanisms, Citco is also modernizing its data connectivity options in parallel, allowing clients to adopt new models at their own pace.

Emerging models gaining traction

As client data ecosystems evolve, several data delivery models – some long established in broader technology circles – are now gaining traction within the world of alternatives as firms modernize and expand client integration options.

Strengthening data delivery through better client practices

Reducing onboarding friction is a critical priority in today's data landscape. Clients want data that is easy to integrate without multiple rounds of clarification or rework. Clear guidance on data structures, delivery formats, and expected usage patterns reduces discovery and removes unnecessary cycles. This creates a smoother, more efficient path into production.

Reliability and trust have also emerged as key competitive signals in the market. Clients don't want just data – they want trustworthy data. That means documented lineage, validation rules that are clearly defined and enforced, business-friendly data dictionaries, and confidence that sensitive data is properly classified and governed. Firms that can consistently demonstrate how their data is validated, enriched, and delivered will earn deeper confidence and reduce the shadow work that often slows clients down.

Rounding off the trio, interoperability has become essential in reducing operational drag across organizations. As clients now operate across several ecosystems, administrators need to be able to say: "Wherever you want your data, however you want to consume it – API, share, portal, marketplace – it's already there."

The rise of self-service data marketplaces

Perhaps the most transformative trend is the adoption of data marketplaces – internal or client-facing catalogues that allow users to discover, preview, request, and subscribe to data products with minimal human involvement.

A mature marketplace typically includes:

• Searchable catalogues documenting domains, schemas, and classifications
• Automated entitlements with audit trails and PII safeguards
• Live samples and profiling
• Instant provisioning via Databricks Delta Share, Snowflake Direct Share, API keys, or cloud folders
• Usage metrics for transparency and optimization

For managers’ internal teams, marketplaces reduce friction and dependency on email-based data requests. For providers, they deliver a modern, consumer-grade experience. Citco expects them to become increasingly prevalent in 2026 and beyond.

The future - the data trends that could take hold by 2030 

1. Multi-channel delivery becomes the standard: Firms will increasingly support a range of delivery channels working together to meet diverse technology stacks and diverse use cases, from real-time needs to analytics-scale workloads.

2. Catalogues replace PDF specs: Instead of emailing schema spreadsheets, firms will provide living dictionaries integrated with lineage, sample data, and quality rules.

3. Data contracts become standard: Data contracts will play an increasingly key role in reducing integration effort – reducing surprises and integrations breaks. 

4. Validation moves to the edge: Rather than fixing problems after ingestion, firms will enforce validation and Personally Identifiable Information (PII) classification before sharing the data – dramatically improving downstream reliability.

5. Client experience becomes the battleground
The firms that combine:

• flexible delivery,
• transparent governance,
• rapid onboarding, and
• intuitive self-service

will position themselves as true data partners, not data vendors.

Conclusion: The future is frictionless

Financial institutions no longer differentiate through raw data volume – they differentiate through data experience. Clients want accurate data delivered where they need it, with confidence in its lineage, quality, and security. The firms that embrace modern delivery channels, frictionless onboarding, and ecosystem-friendly connectivity will become true partners in their clients’ workflows and set a new bar for what “client service” means in a digital world.

The Citco group of companies (Citco) has extensive and rapidly expanding experience assisting clients with data transformation projects. We offer a diverse range of processes, skills, and technologies to help alternative investment managers approach, design, and implement successful data transformation initiatives. Crucially, we understand how to offer bespoke services, and in an emerging area such as this, where no two clients have the same data sets, operating models, or end goals, that ability to be flexible and tailor solutions is a must have.