# financial

Published articles for financial.

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## Introducing Firebase spend caps

DevFeed: [Introducing Firebase spend caps](<https://devfeed.tech/articles/introducing-firebase-spend-caps-17466.md>)

Original publisher: [Read original article](<https://firebase.blog/posts/2026/09/firebase-spend-caps>)

Author: Yvonne Monterroso

Published: 2026-09-14T00:00:00Z

Content type: release

Language: en

Sources: [Firebase Blog](<https://devfeed.tech/sources/firebase-blog.md>)

Topics: [Firebase](<https://devfeed.tech/topics/firebase.md>), [API](<https://devfeed.tech/topics/api.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [ai-logic](<https://devfeed.tech/tags/ai-logic.md>), [api](<https://devfeed.tech/tags/api.md>), [app-hosting](<https://devfeed.tech/tags/app-hosting.md>), [billing](<https://devfeed.tech/tags/billing.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-functions](<https://devfeed.tech/tags/cloud-functions.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [financial](<https://devfeed.tech/tags/financial.md>), [firebase](<https://devfeed.tech/tags/firebase.md>), [firebase-console](<https://devfeed.tech/tags/firebase-console.md>), [google-cloud](<https://devfeed.tech/tags/google-cloud.md>)

### AI overview

Firebase introduces spend caps for eligible services, including Firebase AI Logic, Cloud Functions for Firebase, and Firebase App Hosting. Developers can set service-level limits, receive alerts at 50%, 80%, and 100% of the budget, and pause a service when the cap is reached.

### Source excerpt

Spend caps are designed to act as a circuit breaker for services like the Gemini API and Cloud Functions, reducing the risk of a financial surprise from a simple coding error or an unexpected spike in traffic.

## Five AI Questions We're Hearing from Financial Services Leaders

DevFeed: [Five AI Questions We're Hearing from Financial Services Leaders](<https://devfeed.tech/articles/five-ai-questions-we-re-hearing-from-financial-services-leaders-11539.md>)

Original publisher: [Read original article](<https://www.databricks.com/blog/five-ai-questions-were-hearing-financial-services-leaders>)

Author: Junta Nakai; Erin Butler; Roshni Joshi; Antoine Amend; Jennifer Miller; Andrea DeSosa; Rajaram Suresh; Kim Hatton; Naeem Rehman; Spencer Cook

Published: 2026-09-09T18:09:29Z

Content type: article

Language: en

Sources: [Databricks](<https://devfeed.tech/sources/databricks.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [databricks](<https://devfeed.tech/topics/databricks.md>), [audit trail](<https://devfeed.tech/topics/audit-trail.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [audit-trail](<https://devfeed.tech/tags/audit-trail.md>), [banking](<https://devfeed.tech/tags/banking.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [data](<https://devfeed.tech/tags/data.md>), [databricks](<https://devfeed.tech/tags/databricks.md>), [financial](<https://devfeed.tech/tags/financial.md>), [financial-services](<https://devfeed.tech/tags/financial-services.md>), [governance](<https://devfeed.tech/tags/governance.md>), [reconciliation](<https://devfeed.tech/tags/reconciliation.md>), [regulatory](<https://devfeed.tech/tags/regulatory.md>)

### AI overview

The article presents five questions that financial-services leaders are asking about trustworthy AI. It highlights governance, compliance, auditability, governed data, liquidity, reconciliation, tokenized settlement, financial-crime controls, and human oversight, with Databricks describing examples for banking operations.

### Source excerpt

Last year at Sibos Frankfurt, the question was whether AI works. This year: can your...

## A practical approach to end-to-end Solvency II reporting in Databricks

DevFeed: [A practical approach to end-to-end Solvency II reporting in Databricks](<https://devfeed.tech/articles/a-practical-approach-to-end-to-end-solvency-ii-reporting-in-databricks-11543.md>)

Original publisher: [Read original article](<https://www.databricks.com/blog/practical-approach-end-end-solvency-ii-reporting-databricks>)

Author: Laurence Ryszka; Jack Yallop

Published: 2026-09-09T16:20:00Z

Content type: article

Language: en

Sources: [Databricks](<https://devfeed.tech/sources/databricks.md>)

Topics: [databricks](<https://devfeed.tech/topics/databricks.md>), [DataOps](<https://devfeed.tech/topics/dataops.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [data](<https://devfeed.tech/topics/data.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [business](<https://devfeed.tech/tags/business.md>), [data](<https://devfeed.tech/tags/data.md>), [databricks](<https://devfeed.tech/tags/databricks.md>), [eu](<https://devfeed.tech/tags/eu.md>), [financial](<https://devfeed.tech/tags/financial.md>), [financial-services](<https://devfeed.tech/tags/financial-services.md>), [governance](<https://devfeed.tech/tags/governance.md>), [industries](<https://devfeed.tech/tags/industries.md>), [monitor](<https://devfeed.tech/tags/monitor.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [platform](<https://devfeed.tech/tags/platform.md>), [regulatory](<https://devfeed.tech/tags/regulatory.md>), [solutions](<https://devfeed.tech/tags/solutions.md>), [uk](<https://devfeed.tech/tags/uk.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

The article presents Databricks as a governed data, orchestration, and reporting layer for end-to-end Solvency II reporting. It covers ingestion, data quality, actuarial reserving, capital calculation, QRT production, ORSA drafting, governance, approvals, and disclosure while allowing insurers to retain established actuarial and capital modeling systems.

### Source excerpt

Solvency II reporting is not only a regulatory submission. It is a business process...

## See How Organizations Achieved 137% ROI with VMware Cloud Foundation 9

DevFeed: [See How Organizations Achieved 137% ROI with VMware Cloud Foundation 9](<https://devfeed.tech/articles/see-how-organizations-achieved-137-roi-with-vmware-cloud-foundation-9-12809.md>)

Original publisher: [Read original article](<https://blogs.vmware.com/cloud-foundation/2026/09/08/see-how-organizations-achieved-137-roi-with-vmware-cloud-foundation-9/>)

Author: vmwareblogs

Published: 2026-09-08T15:00:00Z

Content type: article

Language: en

Sources: [VMware Blogs](<https://devfeed.tech/sources/vmware-blogs.md>)

Topics: [Cloud](<https://devfeed.tech/topics/cloud.md>), [Provisioning](<https://devfeed.tech/topics/provisioning.md>), [systems](<https://devfeed.tech/topics/systems.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-infrastructure](<https://devfeed.tech/tags/cloud-infrastructure.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [cost](<https://devfeed.tech/tags/cost.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [financial](<https://devfeed.tech/tags/financial.md>), [home-page](<https://devfeed.tech/tags/home-page.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [legacy](<https://devfeed.tech/tags/legacy.md>), [private-cloud](<https://devfeed.tech/tags/private-cloud.md>), [provisioning](<https://devfeed.tech/tags/provisioning.md>), [survey](<https://devfeed.tech/tags/survey.md>), [vcf-9-0](<https://devfeed.tech/tags/vcf-9-0.md>), [vcf-9-1](<https://devfeed.tech/tags/vcf-9-1.md>), [vmware](<https://devfeed.tech/tags/vmware.md>), [vmware-cloud-foundation](<https://devfeed.tech/tags/vmware-cloud-foundation.md>), [webinar](<https://devfeed.tech/tags/webinar.md>)

### AI overview

The article presents a commissioned Forrester Consulting Total Economic Impact study of VMware Cloud Foundation 9. Based on interviews with eight customers and a survey of 55 customers over a modeled three-year period, it describes projected financial and operational benefits for large enterprises running VCF 9 in production, including lower infrastructure costs, reduced operational effort, less downtime, faster delivery, tool consolidation, and improved security and compliance. The title reports 137% ROI.

### Source excerpt

Enterprises running private cloud face a common question: what does the investment actually deliver? To answer it, we commissioned Forrester Consulting to conduct an independent New Technology Total Economic Impact (TEI) study on VMware Cloud Foundation 9 (VCF 9). Forrester interviewed decision-makers at organizations running VCF 9 and surveyed additional customers to develop a composite ... Continued The post See How Organizations Achieved 137% ROI with VMware Cloud Foundation 9 appeared first on VMware Blogs.

## Tokenization and the Migration of Money, Assets, and Ownership to Internet Infrastructure

DevFeed: [Tokenization and the Migration of Money, Assets, and Ownership to Internet Infrastructure](<https://devfeed.tech/articles/the-token-supercycle-everything-of-value-is-becoming-programmable-17254.md>)

Original publisher: [Read original article](<https://solana.com/news/the-token-supercycle-oped>)

Author: Solana Foundation

Published: 2026-09-02T09:00:00Z

Content type: opinion

Language: en

Sources: [Solana News Feed](<https://devfeed.tech/sources/solana-news-feed.md>)

Topics: [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Blockchain](<https://devfeed.tech/topics/blockchain.md>), [Internet](<https://devfeed.tech/topics/internet.md>), [Finance](<https://devfeed.tech/topics/finance.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [blockchain](<https://devfeed.tech/tags/blockchain.md>), [blockchain-technology](<https://devfeed.tech/tags/blockchain-technology.md>), [crypto-news](<https://devfeed.tech/tags/crypto-news.md>), [cryptocurrency](<https://devfeed.tech/tags/cryptocurrency.md>), [defi](<https://devfeed.tech/tags/defi.md>), [finance](<https://devfeed.tech/tags/finance.md>), [financial](<https://devfeed.tech/tags/financial.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [internet](<https://devfeed.tech/tags/internet.md>), [nfts](<https://devfeed.tech/tags/nfts.md>), [payments](<https://devfeed.tech/tags/payments.md>), [podcasts](<https://devfeed.tech/tags/podcasts.md>), [solana](<https://devfeed.tech/tags/solana.md>), [solana-ecosystem](<https://devfeed.tech/tags/solana-ecosystem.md>), [stablecoins](<https://devfeed.tech/tags/stablecoins.md>), [token](<https://devfeed.tech/tags/token.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [web3](<https://devfeed.tech/tags/web3.md>)

### AI overview

This opinion article argues that tokenization is driving a long-term migration of money, assets, and ownership onto always-on internet infrastructure. It identifies stablecoins, institutional asset tokenization, blockchain infrastructure, and AI-enabled economic actors as converging forces that could broaden global distribution and access to markets.

### Source excerpt

More than $4.7 trillion in stablecoins moved across Solana in the past year as tokenized markets expand access to ownership and finance.

## Using deterministic systems and provenance to make AI-generated financial analysis verifiable

DevFeed: [Using deterministic systems and provenance to make AI-generated financial analysis verifiable](<https://devfeed.tech/articles/this-shit-is-hard-getting-ai-to-prove-where-a-number-came-from-13279.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/this-shit-is-hard-getting-ai-to-prove-where-a-number-came-from>)

Published: 2026-08-25T00:00:00Z

Content type: article

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [Trustworthy AI](<https://devfeed.tech/topics/trustworthy-ai.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Platform](<https://devfeed.tech/topics/ai-platform.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Code](<https://devfeed.tech/topics/code.md>), [Finance](<https://devfeed.tech/topics/finance.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-platform](<https://devfeed.tech/tags/ai-platform.md>), [financial](<https://devfeed.tech/tags/financial.md>), [models](<https://devfeed.tech/tags/models.md>), [provenance](<https://devfeed.tech/tags/provenance.md>), [trustworthy-ai](<https://devfeed.tech/tags/trustworthy-ai.md>), [verification](<https://devfeed.tech/tags/verification.md>)

### AI overview

Kepler describes a model-agnostic approach to trustworthy AI that combines language models with deterministic tools for retrieval, computation, provenance, and traceability. The article focuses on making financial analysis outputs verifiable by linking numbers to their sources, formulas, or computations.

### Source excerpt

Trustworthy AI takes more than a powerful model. See how Kepler uses deterministic systems and provenance to make financial analysis verifiable.

## What is the ROI of Spotify's Backstage internal developer portal?

DevFeed: [What is the ROI of Spotify's Backstage internal developer portal?](<https://devfeed.tech/articles/what-is-the-roi-of-spotify-s-backstage-internal-developer-portal-12298.md>)

Original publisher: [Read original article](<https://www.port.io/blog/roi-spotify-backstage-internal-developer-portal>)

Author: Sooraj Shah

Published: 2026-07-30T11:28:26Z

Content type: article

Language: en

Sources: [Developer Experience & Platform Engineering Blog | Port](<https://devfeed.tech/sources/developer-experience-platform-engineering-blog-port.md>)

Topics: [Backstage](<https://devfeed.tech/topics/backstage.md>), [internal developer portal](<https://devfeed.tech/topics/internal-developer-portal.md>), [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Back end](<https://devfeed.tech/topics/backend.md>), [Front end](<https://devfeed.tech/topics/frontend.md>)

Tags: [backend](<https://devfeed.tech/tags/backend.md>), [backstage](<https://devfeed.tech/tags/backstage.md>), [cost](<https://devfeed.tech/tags/cost.md>), [developer-portal](<https://devfeed.tech/tags/developer-portal.md>), [financial](<https://devfeed.tech/tags/financial.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [internal-developer-portal](<https://devfeed.tech/tags/internal-developer-portal.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [plugins](<https://devfeed.tech/tags/plugins.md>)

### AI overview

The article examines the return on investment of using Spotify's Backstage to build an internal developer portal. It argues that Backstage's open-source flexibility can obscure substantial development, staffing, customization, plugin, time, and financial costs, and that teams may underestimate the effort required to operate it.

### Source excerpt

Implementing Backstage comes with hidden development and financial costs -- learn whether they're worth it in this post.

## How CockroachDB and IBM LinuxONE Rockhopper 5 Power Resilient AI Infrastructure

DevFeed: [How CockroachDB and IBM LinuxONE Rockhopper 5 Power Resilient AI Infrastructure](<https://devfeed.tech/articles/how-cockroachdb-and-ibm-linuxone-rockhopper-5-power-resilient-ai-infrastructure-23791.md>)

Original publisher: [Read original article](<https://cockroachlabs.com/blog/ibm-linuxone-rockhopper-5-ai-infrastructure>)

Author: Kyle Basile

Published: 2026-07-07T00:00:00Z

Content type: article

Language: en

Sources: [Cockroach Labs](<https://devfeed.tech/sources/cockroach-labs.md>)

Topics: [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [NVIDIA DGX](<https://devfeed.tech/topics/nvidia-dgx.md>), [CockroachDB](<https://devfeed.tech/topics/cockroachdb.md>), [ibm](<https://devfeed.tech/topics/ibm.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [availability](<https://devfeed.tech/tags/availability.md>), [cockroachdb](<https://devfeed.tech/tags/cockroachdb.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [consistency](<https://devfeed.tech/tags/consistency.md>), [customers](<https://devfeed.tech/tags/customers.md>), [data](<https://devfeed.tech/tags/data.md>), [digital](<https://devfeed.tech/tags/digital.md>), [distributed](<https://devfeed.tech/tags/distributed.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [failover](<https://devfeed.tech/tags/failover.md>), [financial](<https://devfeed.tech/tags/financial.md>), [ibm](<https://devfeed.tech/tags/ibm.md>), [identity](<https://devfeed.tech/tags/identity.md>), [identity-and-access](<https://devfeed.tech/tags/identity-and-access.md>), [identity-and-access-management](<https://devfeed.tech/tags/identity-and-access-management.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

The article explains how enterprise AI workloads increase requirements for continuous data availability, high concurrency, real-time decision-making, and elastic scaling. It presents IBM LinuxONE Rockhopper 5 and CockroachDB as infrastructure and data-platform components for resilient AI applications, including semantic retrieval, embeddings, agent memory, and transactional consistency.

### Source excerpt

Why does AI require a new approach to infrastructure?

## SWIFT Code vs BIC: What's the Difference and When You Need Each

DevFeed: [SWIFT Code vs BIC: What's the Difference and When You Need Each](<https://devfeed.tech/articles/swift-code-vs-bic-what-s-the-difference-and-when-you-need-each-10414.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/swift-code-vs-bic-explained/>)

Author: Aarthi Poonia

Published: 2026-06-04T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [networking](<https://devfeed.tech/topics/networking.md>)

Tags: [bank](<https://devfeed.tech/tags/bank.md>), [cross-border](<https://devfeed.tech/tags/cross-border.md>), [financial](<https://devfeed.tech/tags/financial.md>), [global](<https://devfeed.tech/tags/global.md>), [glossary](<https://devfeed.tech/tags/glossary.md>), [guide](<https://devfeed.tech/tags/guide.md>), [iso](<https://devfeed.tech/tags/iso.md>), [payments](<https://devfeed.tech/tags/payments.md>), [routing](<https://devfeed.tech/tags/routing.md>), [saas](<https://devfeed.tech/tags/saas.md>)

### AI overview

This guide explains that SWIFT code and BIC are interchangeable names for the same bank identifier under ISO 9362. It covers the 8- or 11-character format, distinguishes SWIFT from IBAN and ABA routing numbers, and explains when SaaS businesses need the identifier for international payments.

### Source excerpt

SWIFT code and BIC explained for SaaS founders accepting global payments. Format, how to find one, ACH and SEPA equivalents, and when SWIFT actually matters.

## Profit and Loss Statement: A Founder's Guide (with SaaS Template)

DevFeed: [Profit and Loss Statement: A Founder's Guide (with SaaS Template)](<https://devfeed.tech/articles/profit-and-loss-statement-a-founder-s-guide-with-saas-template-10286.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/profit-and-loss-statement-template/>)

Author: Ayush Agarwal

Published: 2026-05-29T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [Template](<https://devfeed.tech/topics/template.md>)

Tags: [accounting](<https://devfeed.tech/tags/accounting.md>), [financial](<https://devfeed.tech/tags/financial.md>), [guide](<https://devfeed.tech/tags/guide.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [saas](<https://devfeed.tech/tags/saas.md>), [saas-finance](<https://devfeed.tech/tags/saas-finance.md>), [structure](<https://devfeed.tech/tags/structure.md>)

### AI overview

A practical guide for SaaS founders on reading and building a profit and loss statement. It explains standard P&L line items, how SaaS reporting differs from general accounting templates, and how metrics such as MRR, ARR, gross margin, CAC payback, and net revenue retention relate to the financial statements.

### Source excerpt

How to read and build a P&L statement as a SaaS founder, with a SaaS-specific template covering MRR, gross margin, CAC, and the line items investors actually look at.

## Merchant of Record in South Africa: A 2026 Guide for SaaS Founders

DevFeed: [Merchant of Record in South Africa: A 2026 Guide for SaaS Founders](<https://devfeed.tech/articles/merchant-of-record-in-south-africa-a-2026-guide-for-saas-founders-9996.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/merchant-of-record-in-south-africa/>)

Author: Ayush Agarwal

Published: 2026-05-13T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [africa](<https://devfeed.tech/tags/africa.md>), [b2b](<https://devfeed.tech/tags/b2b.md>), [billing](<https://devfeed.tech/tags/billing.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [financial](<https://devfeed.tech/tags/financial.md>), [gateway](<https://devfeed.tech/tags/gateway.md>), [global](<https://devfeed.tech/tags/global.md>), [guide](<https://devfeed.tech/tags/guide.md>), [merchant-of-record](<https://devfeed.tech/tags/merchant-of-record.md>), [payments](<https://devfeed.tech/tags/payments.md>), [saas](<https://devfeed.tech/tags/saas.md>), [tax](<https://devfeed.tech/tags/tax.md>), [vat](<https://devfeed.tech/tags/vat.md>)

### AI overview

A practical guide for South African SaaS founders evaluating Merchant of Record services. It explains how the model can consolidate VAT, exchange-control, billing, and cross-border compliance work when selling to global customers.

### Source excerpt

How a Merchant of Record helps South African SaaS founders handle SARS VAT, SARB exchange controls, and USD billing while scaling to global customers. Verified 2026 rules and a practical comparison of local options.

## High Frequency Trading and Lessons for Agentic AI

DevFeed: [High Frequency Trading and Lessons for Agentic AI](<https://devfeed.tech/articles/high-frequency-trading-and-lessons-for-agentic-ai-39490.md>)

Original publisher: [Read original article](<https://www.philvenables.com/post/high-frequency-trading-and-lessons-for-agentic-ai>)

Author: Phil Venables

Published: 2026-05-02T12:45:05Z

Content type: opinion

Language: en

Sources: [Risk and Cyber](<https://devfeed.tech/sources/risk-and-cyber.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Strategy](<https://devfeed.tech/topics/ai-strategy.md>), [systems](<https://devfeed.tech/topics/systems.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>)

Tags: [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [automated](<https://devfeed.tech/tags/automated.md>), [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [financial](<https://devfeed.tech/tags/financial.md>), [guardrails](<https://devfeed.tech/tags/guardrails.md>), [risk](<https://devfeed.tech/tags/risk.md>)

### AI overview

The article argues that lessons from high-frequency and algorithmic trading controls can inform deterministic guardrails for mostly non-deterministic agentic AI systems as they evolve from chatbots into systems that act. It also argues that benchmarking should focus on outcomes such as control effectiveness rather than input budgets alone.

### Source excerpt

I suspect I'm not the only former or current financial markets technologist that sees parallels between the world of high frequency / algorithmic trading controls and what is needed for appropriate deterministic guardrails around our, mostly, non-deterministic agentic AI systems. As we transition from chatbots to systems of agents, that don't just talk but act, we are entering a regime of automated risk that the financial markets have navigated, mostly successfully, for decades....

## Putting the Tech in Fintech: How We Use FIX to Execute Trades at Scale

DevFeed: [Putting the Tech in Fintech: How We Use FIX to Execute Trades at Scale](<https://devfeed.tech/articles/putting-the-tech-in-fintech-how-we-use-fix-to-execute-trades-at-scale-20463.md>)

Original publisher: [Read original article](<https://eng.wealthfront.com/2026/04/21/putting-the-tech-in-fintech-how-we-use-fix-to-execute-trades-at-scale/>)

Author: Grace Sun

Published: 2026-04-22T00:27:03Z

Content type: article

Language: en

Sources: [Wealthfront](<https://devfeed.tech/sources/wealthfront.md>)

Topics: [distributed-systems](<https://devfeed.tech/topics/distributed-systems.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Transactions](<https://devfeed.tech/topics/transactions.md>), [Back end](<https://devfeed.tech/topics/backend.md>), [IP routing](<https://devfeed.tech/topics/ip-routing.md>), [TCP/IP](<https://devfeed.tech/topics/tcp-ip.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [backend](<https://devfeed.tech/tags/backend.md>), [distributed](<https://devfeed.tech/tags/distributed.md>), [financial](<https://devfeed.tech/tags/financial.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [networking](<https://devfeed.tech/tags/networking.md>), [route](<https://devfeed.tech/tags/route.md>), [scale](<https://devfeed.tech/tags/scale.md>), [systems](<https://devfeed.tech/tags/systems.md>), [tcp-ip](<https://devfeed.tech/tags/tcp-ip.md>), [tech](<https://devfeed.tech/tags/tech.md>), [technology](<https://devfeed.tech/tags/technology.md>), [trading](<https://devfeed.tech/tags/trading.md>), [transactions](<https://devfeed.tech/tags/transactions.md>), [wealthfront-engineering](<https://devfeed.tech/tags/wealthfront-engineering.md>)

### AI overview

Wealthfront explains the distributed-systems infrastructure it uses to route and execute large volumes of stock trades. The article describes broker networking, IP routing, the FIX protocol, and the application layers supporting automated, low-latency trade execution.

### Source excerpt

At Wealthfront, the "tech" in financial technology isn't just a buzzword--it's the foundation of everything we build. Beneath the intuitive frontend our clients interact with lies a complex ecosystem of distributed systems. One of the most critical pieces of that backend architecture is the engine that enables us to route massive volumes of trades efficiently. ... Read more

## Current Ratio Formula Explained (with SaaS Examples)

DevFeed: [Current Ratio Formula Explained (with SaaS Examples)](<https://devfeed.tech/articles/current-ratio-formula-explained-with-saas-examples-9781.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/current-ratio-formula/>)

Author: Ayush Agarwal

Published: 2026-04-21T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>)

Tags: [examples](<https://devfeed.tech/tags/examples.md>), [finance](<https://devfeed.tech/tags/finance.md>), [financial](<https://devfeed.tech/tags/financial.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [learn](<https://devfeed.tech/tags/learn.md>), [metric](<https://devfeed.tech/tags/metric.md>), [revenue](<https://devfeed.tech/tags/revenue.md>), [saas](<https://devfeed.tech/tags/saas.md>), [saas-metrics](<https://devfeed.tech/tags/saas-metrics.md>), [series-b](<https://devfeed.tech/tags/series-b.md>)

### AI overview

This guide explains how to calculate and interpret the current ratio for SaaS companies. It covers how deferred revenue, annual prepayments, and Merchant of Record payout timing can affect the ratio, with worked balance-sheet examples from Seed through Series B.

### Source excerpt

Learn how to calculate the current ratio, understand what it means for SaaS companies with deferred revenue and annual prepayments, and see worked examples at Seed through Series B.

## Payment Reconciliation for SaaS: Automate Your Financial Operations

DevFeed: [Payment Reconciliation for SaaS: Automate Your Financial Operations](<https://devfeed.tech/articles/payment-reconciliation-for-saas-automate-your-financial-operations-10256.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/payment-reconciliation-saas/>)

Author: Ayush Agarwal

Published: 2026-04-13T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [Transactions](<https://devfeed.tech/topics/transactions.md>), [stripe](<https://devfeed.tech/topics/stripe.md>), [Finance](<https://devfeed.tech/topics/finance.md>)

Tags: [accounting](<https://devfeed.tech/tags/accounting.md>), [chargebacks](<https://devfeed.tech/tags/chargebacks.md>), [fees](<https://devfeed.tech/tags/fees.md>), [finance](<https://devfeed.tech/tags/finance.md>), [financial](<https://devfeed.tech/tags/financial.md>), [operations](<https://devfeed.tech/tags/operations.md>), [payment](<https://devfeed.tech/tags/payment.md>), [reconciliation](<https://devfeed.tech/tags/reconciliation.md>), [saas](<https://devfeed.tech/tags/saas.md>), [stripe](<https://devfeed.tech/tags/stripe.md>)

### AI overview

A guide to payment reconciliation for SaaS businesses, covering how to match billing records with bank deposits, processor settlements, and accounting records. It explains why high transaction volumes, multiple currencies, fees, refunds, chargebacks, and settlement timing create discrepancies, and how automation can help.

### Source excerpt

Learn how to automate payment reconciliation for your SaaS business - matching transactions, handling edge cases, and closing books faster.

## Deferred Revenue Explained: What SaaS Founders Need to Know

DevFeed: [Deferred Revenue Explained: What SaaS Founders Need to Know](<https://devfeed.tech/articles/deferred-revenue-explained-what-saas-founders-need-to-know-9796.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/deferred-revenue-explained/>)

Author: Ayush Agarwal

Published: 2026-04-11T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [Finance](<https://devfeed.tech/topics/finance.md>)

Tags: [accounting](<https://devfeed.tech/tags/accounting.md>), [billing](<https://devfeed.tech/tags/billing.md>), [deferred](<https://devfeed.tech/tags/deferred.md>), [financial](<https://devfeed.tech/tags/financial.md>), [model](<https://devfeed.tech/tags/model.md>), [reporting](<https://devfeed.tech/tags/reporting.md>), [saas](<https://devfeed.tech/tags/saas.md>), [saas-finance](<https://devfeed.tech/tags/saas-finance.md>)

### AI overview

An explanation of deferred revenue for SaaS founders, including why upfront customer payments are recognized over the service period rather than entirely on the payment date. It also describes how deferred revenue affects forecasting, financial reporting, investor interpretation, and cash management.

### Source excerpt

Learn what deferred revenue means for SaaS, how it affects cash flow and reporting, and why founders should track it alongside billings, MRR, and revenue recognition.

## 10 Lessons learned when building Charlie

DevFeed: [10 Lessons learned when building Charlie](<https://devfeed.tech/articles/10-lessons-learned-when-building-charlie-40859.md>)

Original publisher: [Read original article](<https://mutto.fyi/posts/2026/04/charlie-lessons/>)

Published: 2026-04-05T00:00:00Z

Content type: article

Language: en

Sources: [Mutt0-ds Notes](<https://devfeed.tech/sources/mutt0-ds-notes.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Development](<https://devfeed.tech/topics/development.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [development](<https://devfeed.tech/tags/development.md>), [evals](<https://devfeed.tech/tags/evals.md>), [financial](<https://devfeed.tech/tags/financial.md>), [llm](<https://devfeed.tech/tags/llm.md>), [openai](<https://devfeed.tech/tags/openai.md>), [tdd](<https://devfeed.tech/tags/tdd.md>)

### AI overview

The author shares lessons from building Charlie, an AI agent designed for financial institutions. The excerpt emphasizes keeping agent systems simple, designing evaluation pipelines around real-world financial queries, and using flexible, provider-agnostic architecture. It argues that direct retrieval-to-explanation paths can be more robust and faster for many questions, while evaluations must reflect the system's actual context and edge cases.

### Source excerpt

Last week, we launched Charlie, our first AI Agent, specifically designed and tailored for financial institutions. While designing and...

## Digital River Alternatives: 7 Better Options for SaaS in 2026

DevFeed: [Digital River Alternatives: 7 Better Options for SaaS in 2026](<https://devfeed.tech/articles/digital-river-alternatives-7-better-options-for-saas-in-2026-9805.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/digital-river-alternatives/>)

Author: Ayush Agarwal

Published: 2026-03-25T00:00:00Z

Content type: comparison

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [migration](<https://devfeed.tech/topics/migration.md>), [Software](<https://devfeed.tech/topics/software.md>), [stripe](<https://devfeed.tech/topics/stripe.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [alternatives](<https://devfeed.tech/tags/alternatives.md>), [billing](<https://devfeed.tech/tags/billing.md>), [compare](<https://devfeed.tech/tags/compare.md>), [complexity](<https://devfeed.tech/tags/complexity.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [cost](<https://devfeed.tech/tags/cost.md>), [cross-border](<https://devfeed.tech/tags/cross-border.md>), [digital](<https://devfeed.tech/tags/digital.md>), [ecommerce](<https://devfeed.tech/tags/ecommerce.md>), [financial](<https://devfeed.tech/tags/financial.md>), [global](<https://devfeed.tech/tags/global.md>), [global-payments](<https://devfeed.tech/tags/global-payments.md>), [guide](<https://devfeed.tech/tags/guide.md>), [legal](<https://devfeed.tech/tags/legal.md>), [merchant-of-record](<https://devfeed.tech/tags/merchant-of-record.md>), [migration](<https://devfeed.tech/tags/migration.md>), [payments](<https://devfeed.tech/tags/payments.md>), [pricing](<https://devfeed.tech/tags/pricing.md>), [providers](<https://devfeed.tech/tags/providers.md>), [saas](<https://devfeed.tech/tags/saas.md>)

### AI overview

A comparison guide to seven alternatives to Digital River after it shut down its Merchant of Record business in January 2025. It covers operating replacements, pricing, Merchant of Record coverage, and migration considerations for SaaS and digital-product teams.

### Source excerpt

Digital River shut down its Merchant of Record business in January 2025. Compare seven operating replacements with verified pricing, MoR coverage, and migration guidance for SaaS and digital product teams.

## SaaS Accounting Guide: Revenue Recognition, Deferred Revenue, and Best Practices

DevFeed: [SaaS Accounting Guide: Revenue Recognition, Deferred Revenue, and Best Practices](<https://devfeed.tech/articles/saas-accounting-guide-revenue-recognition-deferred-revenue-and-best-practices-10322.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/saas-accounting-guide/>)

Author: Ayush Agarwal

Published: 2026-03-21T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [compliance](<https://devfeed.tech/tags/compliance.md>), [deferred](<https://devfeed.tech/tags/deferred.md>), [finance](<https://devfeed.tech/tags/finance.md>), [financial](<https://devfeed.tech/tags/financial.md>), [guide](<https://devfeed.tech/tags/guide.md>), [merchant-of-record](<https://devfeed.tech/tags/merchant-of-record.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [reporting](<https://devfeed.tech/tags/reporting.md>), [revenue](<https://devfeed.tech/tags/revenue.md>), [saas](<https://devfeed.tech/tags/saas.md>), [subscription](<https://devfeed.tech/tags/subscription.md>)

### AI overview

This guide explains SaaS accounting, including accrual accounting, revenue recognition, deferred revenue, MRR/ARR tracking, cost of revenue, and ASC 606 compliance. It also discusses how a Merchant of Record can simplify financial operations.

### Source excerpt

Complete SaaS accounting guide covering ASC 606 revenue recognition, deferred revenue, MRR tracking, and how a Merchant of Record simplifies your books.

## From MySQL to CockroachDB at Groww: A Staged Production Migration

DevFeed: [From MySQL to CockroachDB at Groww: A Staged Production Migration](<https://devfeed.tech/articles/from-mysql-to-cockroachdb-at-groww-a-staged-production-migration-23799.md>)

Original publisher: [Read original article](<https://cockroachlabs.com/blog/mysql-to-cockroachdb-migration>)

Author: Sourav De,Vittal Pai,Paresh Saraf

Published: 2026-03-11T00:00:00Z

Content type: article

Language: en

Sources: [Cockroach Labs](<https://devfeed.tech/sources/cockroach-labs.md>)

Topics: [CockroachDB](<https://devfeed.tech/topics/cockroachdb.md>), [migration](<https://devfeed.tech/topics/migration.md>), [Database Migration](<https://devfeed.tech/topics/database-migration.md>), [MySQL](<https://devfeed.tech/topics/mysql.md>), [Replication](<https://devfeed.tech/topics/replication.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cockroachdb](<https://devfeed.tech/tags/cockroachdb.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [customers](<https://devfeed.tech/tags/customers.md>), [data](<https://devfeed.tech/tags/data.md>), [database-migration](<https://devfeed.tech/tags/database-migration.md>), [distributed](<https://devfeed.tech/tags/distributed.md>), [experience](<https://devfeed.tech/tags/experience.md>), [financial](<https://devfeed.tech/tags/financial.md>), [india](<https://devfeed.tech/tags/india.md>), [latency](<https://devfeed.tech/tags/latency.md>), [migration](<https://devfeed.tech/tags/migration.md>), [mysql](<https://devfeed.tech/tags/mysql.md>), [parallel](<https://devfeed.tech/tags/parallel.md>), [production](<https://devfeed.tech/tags/production.md>), [replication](<https://devfeed.tech/tags/replication.md>), [scale](<https://devfeed.tech/tags/scale.md>), [sql](<https://devfeed.tech/tags/sql.md>), [strategy](<https://devfeed.tech/tags/strategy.md>)

### AI overview

This article describes Groww's staged production migration from a managed MySQL cloud instance to CockroachDB. It explains how MOLT supported staged data movement, continuous replication, verification, near-zero downtime, limited application changes, and rollback planning.

### Source excerpt

Groww is India's #1 stock broker with 16 million active users and $11 billion in market cap.

## The Ethereum Foundation's Commitment to DeFi

DevFeed: [The Ethereum Foundation's Commitment to DeFi](<https://devfeed.tech/articles/the-ethereum-foundation-s-commitment-to-defi-17213.md>)

Original publisher: [Read original article](<https://blog.ethereum.org/en/2026/02/23/commitment-to-defi>)

Author: Charles St. Louis; App Relations Team

Published: 2026-02-23T00:00:00Z

Content type: opinion

Language: en

Sources: [Ethereum Foundation Blog](<https://devfeed.tech/sources/ethereum-foundation-blog.md>)

Topics: [DeFi](<https://devfeed.tech/topics/defi.md>), [Ethereum](<https://devfeed.tech/topics/ethereum.md>), [Finance](<https://devfeed.tech/topics/finance.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [defi](<https://devfeed.tech/tags/defi.md>), [ecosystem-development](<https://devfeed.tech/tags/ecosystem-development.md>), [ethereum](<https://devfeed.tech/tags/ethereum.md>), [finance](<https://devfeed.tech/tags/finance.md>), [financial](<https://devfeed.tech/tags/financial.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [privacy](<https://devfeed.tech/tags/privacy.md>), [stablecoins](<https://devfeed.tech/tags/stablecoins.md>)

### AI overview

The Ethereum Foundation outlines its commitment to supporting DeFi that is permissionless, censorship-resistant, privacy-first, self-custodial, and open source. It presents DeFi as important to Ethereum's growth and describes support for both existing protocols and experimental future financial applications.

### Source excerpt

DeFi isn't a speculative bet on the future. It's the inevitable evolution of finance, driven by a fundamental truth: financial autonomy is a right, not a privilege. And it's been a critical driver of Ethereum's growth and adoption. We want to see DeFi thrive, but we're opinionated about what...

## A chat with Byron Cook on automated reasoning and trust in AI systems

DevFeed: [A chat with Byron Cook on automated reasoning and trust in AI systems](<https://devfeed.tech/articles/a-chat-with-byron-cook-on-automated-reasoning-and-trust-in-ai-systems-12430.md>)

Original publisher: [Read original article](<https://www.allthingsdistributed.com/2026/02/a-chat-with-byron-cook-on-automated-reasoning-and-trust-in-ai-systems.html>)

Author: werner@allthingsdistributed.com (Dr. Werner Vogels)

Published: 2026-02-17T14:00:00Z

Content type: article

Language: en

Sources: [All Things Distributed](<https://devfeed.tech/sources/all-things-distributed.md>)

Topics: [Automated reasoning](<https://devfeed.tech/topics/automated-reasoning.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Lean](<https://devfeed.tech/topics/lean.md>), [large-language-models](<https://devfeed.tech/topics/large-language-models.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>)

Tags: [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [authorization](<https://devfeed.tech/tags/authorization.md>), [automated-reasoning](<https://devfeed.tech/tags/automated-reasoning.md>), [cryptographic](<https://devfeed.tech/tags/cryptographic.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [financial](<https://devfeed.tech/tags/financial.md>), [generate](<https://devfeed.tech/tags/generate.md>), [language-models](<https://devfeed.tech/tags/language-models.md>), [large-language-models](<https://devfeed.tech/tags/large-language-models.md>), [neural-networks](<https://devfeed.tech/tags/neural-networks.md>), [posts](<https://devfeed.tech/tags/posts.md>), [reasoning](<https://devfeed.tech/tags/reasoning.md>), [regulatory](<https://devfeed.tech/tags/regulatory.md>), [safety](<https://devfeed.tech/tags/safety.md>), [security](<https://devfeed.tech/tags/security.md>), [security-vulnerabilities](<https://devfeed.tech/tags/security-vulnerabilities.md>)

### AI overview

An interview with Byron Cook examines how automated reasoning can establish trust in AI systems. It discusses applying formal verification techniques to agentic systems, generated code, authorization, cryptographic implementations, and virtualization, with neurosymbolic AI presented as a way to combine neural networks with mathematically rigorous symbolic procedures.

### Source excerpt

Over the past decade, Byron's team has proven the correctness of our authorization engine, our cryptographic implementations, and our virtualization layer. Now they're taking those same techniques and applying them to agentic systems.

## Why these three fintech companies scaled with distributed SQL

DevFeed: [Why these three fintech companies scaled with distributed SQL](<https://devfeed.tech/articles/why-these-three-fintech-companies-scaled-with-distributed-sql-23783.md>)

Original publisher: [Read original article](<https://cockroachlabs.com/blog/fintech-companies-scaled-distributed-sql>)

Author: Becca Weng

Published: 2026-02-02T00:00:00Z

Content type: article

Language: en

Sources: [Cockroach Labs](<https://devfeed.tech/sources/cockroach-labs.md>)

Topics: [CockroachDB](<https://devfeed.tech/topics/cockroachdb.md>), [Scalability](<https://devfeed.tech/topics/scalability.md>), [SQL](<https://devfeed.tech/topics/sql.md>), [Microservices](<https://devfeed.tech/topics/microservices.md>), [migration](<https://devfeed.tech/topics/migration.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [MySQL](<https://devfeed.tech/topics/mysql.md>), [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [backend](<https://devfeed.tech/tags/backend.md>), [caching](<https://devfeed.tech/tags/caching.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [clusters](<https://devfeed.tech/tags/clusters.md>), [cockroachdb](<https://devfeed.tech/tags/cockroachdb.md>), [compatibility](<https://devfeed.tech/tags/compatibility.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [databases](<https://devfeed.tech/tags/databases.md>), [distributed](<https://devfeed.tech/tags/distributed.md>), [financial](<https://devfeed.tech/tags/financial.md>), [fintech](<https://devfeed.tech/tags/fintech.md>), [growth](<https://devfeed.tech/tags/growth.md>), [india](<https://devfeed.tech/tags/india.md>), [migration](<https://devfeed.tech/tags/migration.md>), [multi-cloud](<https://devfeed.tech/tags/multi-cloud.md>), [mysql](<https://devfeed.tech/tags/mysql.md>), [payments](<https://devfeed.tech/tags/payments.md>), [scale](<https://devfeed.tech/tags/scale.md>), [sql](<https://devfeed.tech/tags/sql.md>)

### AI overview

This article describes how fintech platforms face growing transaction volumes, tighter regulations, and demanding financial workloads. Leaders from Groww, Global Payments, and Yubi explain their experiences, while the detailed case study of Groww covers its move from MySQL to CockroachDB to support horizontal scalability, multi-region resiliency, transactional guarantees, compliance, and growth with minimal application changes.

### Source excerpt

From retail investing and global card payments to large-scale lending, fintech platforms are being pushed to their limits. User expectations are rising, regulations are tightening, and transaction volumes are growing faster and more unpredictably than ever before. Across these domains, one theme is emerging clearly: traditional databases struggle to keep up with modern financial workloads at scale.

## Operation "False Witness": Fake recovery service impersonating authorities

DevFeed: [Operation "False Witness": Fake recovery service impersonating authorities](<https://devfeed.tech/articles/operation-false-witness-fake-recovery-service-impersonating-authorities-41320.md>)

Original publisher: [Read original article](<https://openai.com/index/disrupting-malicious-uses-of-ai-false-witness>)

Published: 2026-02-01T00:00:00Z

Content type: article

Language: en

Sources: [OpenAI News](<https://devfeed.tech/sources/openai-news.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [Messaging](<https://devfeed.tech/topics/messaging.md>), [Website](<https://devfeed.tech/topics/website.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [case-study](<https://devfeed.tech/tags/case-study.md>), [crime](<https://devfeed.tech/tags/crime.md>), [financial](<https://devfeed.tech/tags/financial.md>), [fraud](<https://devfeed.tech/tags/fraud.md>), [law](<https://devfeed.tech/tags/law.md>), [messaging](<https://devfeed.tech/tags/messaging.md>), [openai](<https://devfeed.tech/tags/openai.md>), [reporting](<https://devfeed.tech/tags/reporting.md>), [safety](<https://devfeed.tech/tags/safety.md>), [scam](<https://devfeed.tech/tags/scam.md>), [social-media](<https://devfeed.tech/tags/social-media.md>), [telegram](<https://devfeed.tech/tags/telegram.md>)

### AI overview

OpenAI banned a cluster of ChatGPT accounts that very likely originated in Cambodia and were used in a recovery scam targeting fraud victims. The operation used AI to create content for fake law firms, impersonate attorneys and authorities, build trust, and solicit money through fraudulent recovery services.

### Source excerpt

OpenAI banned accounts that very likely originated in Cambodia and used AI to pose as recovery services, law firms, and authorities targeting people affected by fraud.

[Next page](<https://devfeed.tech/tags/financial.md?cursor=WyIyMDI2LTAyLTAxVDAwOjAwOjAwKzAwOjAwIiwgImYzMjcxOTExLTUwMmMtNGQ5Yi04NDJiLTdmN2Q3YTE0MWRkNiJd>)