Define a strict schema for what each column means. Inference modes might be limited to batch, real_time, streaming, async, and serverless, with each platform either supporting or not supporting each value. The template renders the same chip set in the same order on every page, so partial coverage is visible instead of hidden behind editorial wording. Vendor disagreements about terminology become data, not prose.

Yes. The stacks sheet has its own ranking column per stack. Per-platform pages handle solo views, and the stack ranking drives the ordered list on each /mlops/{stack}/ page. If a stack row's ranking is empty, the template can fall back to alphabetical or to a templated rank derived from a few columns, so coverage is guaranteed.

Add a deployment_model column with values like managed_saas, managed_paas, hybrid, and self_hosted_oss, then render a /mlops/open-source/ subset page filtered on self_hosted_oss. Per-platform pages cover the long tail, and the OSS page concentrates on teams who specifically want self-hosted, with the same row data driving both views.

Add columns like fine_tuning_support, hosted_foundation_models, and supported_lora_targets. These render as chips and badges on per-platform pages and feed a /mlops/fine-tuning/ cut page that ranks platforms by fine-tuning surface. The same approach works for vector DB integrations, RAG patterns, and agent runtimes.

Yes. The cloud_providers column can hold values like aws_full, gcp_full, azure_preview, and aws_limited_regions. The template renders these as chips with a tone class derived from the suffix, so a reader sees at a glance which clouds are GA versus preview versus regionally limited.

Add a pricing_model column with values like usage_based, tiered_subscription, quote_only, and free_oss, plus a starting_price_usd column. Pages render the pricing pattern honestly, and quote-only platforms show a clear callout instead of an estimated number. This sets reader expectations and avoids fictional dollar figures that mislead buyers.

Yes. Map an image URL column to og:image via the meta type, so each per-platform page renders its own social card. For per-stack pages, the template can compose a stack badge OG. Pairing with SleekPixel lets the OG render on the fly from row data, overlaying platform name, primary cloud, and a deployment chip on a styled background.

Add a deprecated_features JSON column per platform with feature slugs and sunset dates. The template renders a small notice via selector mapping when the column is non-empty, so readers see live and deprecated coverage on the same page. As platforms sunset components, the disclosure shape stays uniform across the catalog.