
Building a Keyword Clustering Tool in Python: TF-IDF Plus HDBSCAN
You cannot group 12,000 keyword rows by hand. Here is an approach that requires no predefined cluster count and isolates long-tail noise instead of forcing it into groups.
Curated insights from marketing and trend media, updated daily.

You cannot group 12,000 keyword rows by hand. Here is an approach that requires no predefined cluster count and isolates long-tail noise instead of forcing it into groups.

The update brings AI generation flags for YouTube assets, DOOH campaign resources and creative mapping columns, while ending support for all SDF versions prior to v10.

Connecting Search Console platform properties produced 18,233 impressions on day one. Videos never briefed for search were outranking the agency’s own website.

AI Overviews became a core search feature within a year. AI Mode visits rose from 126 million to 279 million as queries shift toward long natural-language questions.

The facility pairs a robot photography studio for fashion sellers with a 3D virtual studio for streamers, entering trial operation next month and full service in September.

Search-driven discovery is weakening while AI queries and UGC reshape how brands get found. One case saw a CRO team shrink from six people to one.

Restaurant owners say repeat customers were counted as new, adding 5–10% of the food price in ad fees. Coupang Eats blames incorrect guidance from its call centre.

Ask for vongole pasta ingredients and the agent finds a recipe and fills an Instacart basket. What happens to revenue models built on traffic and advertising.

A proposed amendment targets false and exaggerated loan advertising on social platforms and lending brokerages, mandating association pre-review and takedown authority.

Samil PwC projects 3.4% annual growth for global E&M. Advertising alone accounts for $1.4 trillion, with ad-supported OTT and retail media named as growth engines.

Kakao added a channel-follower product to its self-serve ad platform for SMEs, charging per follow with advertiser-set bids and category benchmark pricing.

Questions are not random. Across different companies and products, the underlying intent is remarkably consistent. Fill in three boxes instead of memorising a list.
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