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next/image Optimization on a Self-Hosted VPS (1 GiB Container)
Web Application Ideas
DEV Community

next/image Optimization on a Self-Hosted VPS (1 GiB Container)

On Vercel, next/image is somebody else's problem. The optimizer runs on their infrastructure, scales on their bill, and you never see it fall over. Move the same app to a self-hosted VPS in a 1 GiB container — which is exactly where this site runs, on a Coolify-managed Docker host — and the optimizer becomes the single most likely thing to get your process OOM-killed. It is not a bug. next/image does real work: it decodes the source image, resizes it to the requested width, re-encodes it to WebP

2h agoIurii Rogulia
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Fake Proof of Funds: Detecting Forged Brokerage Statement PDFs
Web Application Ideas
DEV Community

Fake Proof of Funds: Detecting Forged Brokerage Statement PDFs

Originally published at htpbe.tech. The version on htpbe.tech stays in sync with the latest detection algorithm — refer to it for the canonical text. A cash buyer makes an offer on a $1.4M property. The listing agent asks for proof of funds before presenting it to the seller. Within the hour a PDF lands in the inbox: a Fidelity brokerage statement, account ending in 4471, total account value $1,612,408.22, statement period ending last month. The letterhead is right, the asset breakdown looks pla

2h agoIurii Rogulia
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🚀 Building Spring by Example: Completing the Spring Web (Spring MVC) Module
Web Application Ideas
DEV Community

🚀 Building Spring by Example: Completing the Spring Web (Spring MVC) Module

When I started learning Spring, I noticed something about many of the tutorials I found. They often showed how to use a feature, but not always why it worked or when you should choose one approach over another. I learn best by building things and documenting what I discover, so I started a project called spring-by-example. The idea is simple: instead of building one large application, I’m creating a collection of small, focused examples where each example explores a specific Spring concept with

2h agoMujuzi Moses 
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Designing Support for Teams Across Shifts
Web Application Ideas
DEV Community

Designing Support for Teams Across Shifts

AI support becomes useful only when the operating rules behind it are explicit. The hard part is rarely writing a fluent reply; it is deciding which facts are authoritative, what the assistant may do, and when a person must take over. This article applies that discipline to shift continuity. The practical goal is: Share durable knowledge and handoff context so answers do not depend on who is online. The same method is useful whether the first implementation is a spreadsheet, an internal tool, or

2h agokong w
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Go Is Not Just for CLIs. It Runs the Cloud Native Control Plane
Web Application Ideas
DEV Community

Go Is Not Just for CLIs. It Runs the Cloud Native Control Plane

There is a meme that goes around every few months: a list of infrastructure tools, each followed by "is Go", ending with "still, you think Go is just for CLIs." The list is accurate, and the reasons behind it decide what a DevOps engineer should learn to read. So instead of repeating the list, we measured it. The language statistics below come from the GitHub API for each project's main repository on September 1, 2026, and the build demo at the end was run for real. Of 20 projects that define th

2h agoDevOps Daily
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How to Structure Store Details for Reliable Support Answers
Web Application Ideas
DEV Community

How to Structure Store Details for Reliable Support Answers

The safest way to introduce AI into support is to treat every automated answer as the result of a small, reviewable process rather than as free-form conversation. This article applies that discipline to store details. The practical goal is: Organize hours, channels, policies, fulfillment context, and exceptions as maintained facts. The same method is useful whether the first implementation is a spreadsheet, an internal tool, or an AI-assisted support product. Start by turning store details into

2h agokong w
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Designing an AI YouTube Thumbnail Workflow That Keeps Its Context
Web Application Ideas
DEV Community

Designing an AI YouTube Thumbnail Workflow That Keeps Its Context

A video-thumbnail interface can look like one upload button and one prompt field. The product behavior behind those controls is a sequence of contracts: an image is accepted, a concept is interpreted, a style is selected, candidates are generated, and a creator decides whether the result represents the video. This memo is based on a public interface and general engineering patterns. It does not describe a private API, model, or production implementation. An uploaded frame is evidence. A prompt i

2h agoZhe
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The .gitignore pattern that stopped matching when I moved a folder
Web Application Ideas
DEV Community

The .gitignore pattern that stopped matching when I moved a folder

I moved a directory this week and quietly un-ignored a file containing live git status simply began offering git add -A The cause is one sentence of the gitignore spec that I knew, had never had to The repository holds a Swift app. An Android app arrived, so the top level got App/, Checks/, Support/ and a couple of scripts at the root. I moved the Swift half under apple/, so apple/ and android/ sat side by side. Pure git mv. No file contents changed. All the checks passed, both platforms Then, o

2h agoVishwas Prakash
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How to Get High-Quality Backlinks When Nobody Knows Your Website Yet
Web Application Ideas
DEV Community

How to Get High-Quality Backlinks When Nobody Knows Your Website Yet

You launch a website. You write a few useful articles. You fix the title tags, descriptions, headings, sitemap, internal links, page speed, and everything else people usually call “SEO.” Then you wait. And nothing really happens. This is where many new website owners realize something uncomfortable: Good content alone does not automatically mean people will find you. If nobody knows your website exists, very few people are going to mention it, share it, or link to it. And backlinks still matter

2h agoRobert Adamson
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What your dev stack actually costs in India (after forex + GST)
Web Application Ideas
DEV Community

What your dev stack actually costs in India (after forex + GST)

My card statement said ₹29,189. PostHog's pricing page said $250. That ₹5,289 gap is not a rounding error, and it repeats on every dollar-billed tool a developer in India pays for. I priced my whole stack the way the bank actually charges it, and then went and figured out how much of it is recoverable. Most of it is, and most people never claim it. Here is the full picture, because the two costs hiding behind a "$X/mo" sticker work very differently, and one of them you can get back. Every charge

2h agoArjit
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AWDL goes quiet every 528 ms, and it looks exactly like your bug
Web Application Ideas
DEV Community

AWDL goes quiet every 528 ms, and it looks exactly like your bug

The pointer stuttered. Not badly, and not always, but enough that everyone who AWDL — Apple Wireless Direct Link — is the peer-to-peer Wi-Fi that AirDrop, The first suspect was our own video. In ExtendPilot video is over 99% of the The numbers said no. Joining the host's records to the viewer's on a shared 3.0 KB — about Twenty times below the rate the link was comfortably carrying the rest of the The intervals between them read 528 → 528 → 528 → 512 → 528 → 528. Across 97 median interval was 52

2h agoVishwas Prakash
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I'm building a recruiter marketplace where developers get paid to reply. Here's what I'm trying to validate.
Web Application Ideas
DEV Community

I'm building a recruiter marketplace where developers get paid to reply. Here's what I'm trying to validate.

Most recruiting tools optimize for the sender. They make it cheaper to find developers, cheaper to enrich profiles, cheaper to send more messages, and cheaper to automate follow-ups. That is useful if you are hiring. It is exhausting if you are the developer receiving the messages. I am building a small product called Reachdev around the opposite assumption: A senior developer's attention is scarce, so the sender should pay for access to it. The current idea is simple: Developers create a public

2h agoAlejandro
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CEOs Are Training Workers on AI. This Fortune 500 Company Says That’s Only Half the Job
Business Consulting
Inc.

CEOs Are Training Workers on AI. This Fortune 500 Company Says That’s Only Half the Job

The more AI does, the more human skills matter.

3h agoMarcel Schwantes
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Buffer vs. Loomly (2026): Which Social Media Management Tool is Right for You?
Social Media Marketing
Buffer Resources

Buffer vs. Loomly (2026): Which Social Media Management Tool is Right for You?

Buffer and Loomly both help you stay on top of social media, but the experiences working within each one are very different. Here’s how to figure out which tool is the right one for you.

3h agoShivani Shah
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Business Consulting
Forbes Business

Science Podcasts Separate Fact From Fiction In A MAHA World

Science podcasts are a vital counter to the surge of misinformation and conspiracy theories, offering rigorous, fact-based content. Amid concerns about official science facing skepticism and social media amplifying false narratives, these podcasts provide a crucial platform for objective truth.

3h agoFrank Racioppi, Contributor
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Business Consulting
Forbes Business

NASA Bets $700 Million On Jeff Bezos’ Blue Origin For Mars Missions

NASA selects Blue Origin for a $700M Mars Telecommunications Network contract, aiming to boost communications and navigation for Mars missions by 2030.

3h agoJamie Carter, Senior Contributor
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As AI Fills the Internet With Content, Founders Are Becoming a Brand’s Edge
Business Consulting
Inc.

As AI Fills the Internet With Content, Founders Are Becoming a Brand’s Edge

The old playbook of pouring money into Meta and Google is losing effectiveness. Here’s what’s taking its place.

3h agoEmily Cody
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Nike and Hims & Hers Solved a DTC Problem That Still Slows Most Brands Down With 1 Leadership Fix
Business Consulting
Inc.

Nike and Hims & Hers Solved a DTC Problem That Still Slows Most Brands Down With 1 Leadership Fix

The next evolution of DTC may not be a new channel or technology. It may be a new seat in the C-suite.

3h agoRyan Vanni
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The Next Wave of Business Growth Won’t Come From AI Software Alone. It Will Reshape Real-World Operations
Business Consulting
Inc.

The Next Wave of Business Growth Won’t Come From AI Software Alone. It Will Reshape Real-World Operations

The early AI era is over. The established AI “brain” is about to get a “body.”

3h agoJoel Comm
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Getting a Pipeline Number You Can Defend to Finance
PPC & Paid Media
PPC Hero

Getting a Pipeline Number You Can Defend to Finance

Ask a B2B team what paid media added to pipeline last quarter, in dollars, and the room goes quiet. Here's how to measure it and defend the number to finance. The post Getting a Pipeline Number You Can Defend to Finance first appeared on PPC Hero.

3h agoNatalia Hernandez
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