Developer Launches ClothingLab to Filter Duplicate Apparel Price Drop Alerts

On November 13, 2026 at 17:00, a developer posted on DEV Community about a failed attempt at building a deal bot for clothing, and described how that experience led to the release of ClothingLab, a free tool. According to the account, the deal bot was designed to post sale picks to Discord every morning, drawing only from shops the developer actually buys from, in the right size, and in stock, and it worked at first. The turning point came when the developer counted what the bot had posted: 148 picks within 14 days, but only 61 different products. A single brown zip hoodie surfaced 23 times over four weeks, and one pair of trainers was pushed for 13 days in a row. The developer concluded that the bot had stopped finding deals and was instead nagging with repeated notices, and framed this as the first of three failures that eventually shaped ClothingLab. ClothingLab is offered as a free tool built to take over the tedious part of the job, automatically filtering out duplicate reminders and low-value noise from discount alerts so users receive clean notifications about clothing price drops. At this stage the available information is limited to the tool's purpose and the story behind its creation, with no further feature details or subsequent developments reported.