Problem Statement: A Subscription-Funded News Video Platform
Frames the product as a monetization-gated media platform, not merely another video site.
Problem statement
Design a video hub for a news organization that publishes short free clips to attract audience and long-form premium documentaries, explainers, and live coverage behind a subscription. The platform must support daily or hourly editorial publishing, a paywall with limited free access, breaking-news live streams with ephemeral coverage, top-story notifications, regional rights and ad variation, engagement analytics, and protection against unauthorized sharing of premium streams.
This is not a generic video platform. Three forces make it distinctive. First, the content lifecycle is editorial and time-critical: a breaking story must go from camera to playable live stream in minutes, and a correction or legal takedown must propagate in seconds. Second, monetization is entangled with delivery: every playback decision is simultaneously a rights decision, a geo decision, an entitlement decision, and a packaging decision. Third, demand is spiky in a way entertainment platforms are not: a single world event can multiply concurrent viewership by ten to fifty times within fifteen minutes, and the platform must absorb that without degrading the paywall, because the spike is exactly when subscriptions are sold.
The two planes
A strong answer separates the publishing plane from the delivery plane. The publishing plane owns the editorial workflow: ingest, edit, review, embargo, scheduling, rights annotation, monetization policy, publish, correct, archive. It is low-QPS, strongly consistent, and human-paced. The delivery plane owns playback: catalog reads, paywall metering, entitlement resolution, manifest signing, DRM licensing, CDN delivery, ad insertion, and telemetry. It is high-QPS, latency-sensitive, cache-heavy, and burst-prone. The two planes meet at exactly one artifact: an immutable, signed publication bundle that says what content exists, where it may play, who may watch it, and how it is packaged. If the delivery plane ever improvises policy that the publishing plane did not sign, you will ship a paywall leak or a rights violation.
Public operating baseline versus design assumptions
Public evidence establishes the category. The Wall Street Journal has run a hard paywall since 1996 and reports more than 2.4 million digital subscribers. The New York Times introduced its metered paywall in March 2011 and reports more than ten million digital-only subscriptions in its 2024 earnings disclosures. Netflix reported 282.7 million paid memberships at the end of 2024 and operates the Open Connect CDN at more than 100 Tbps of delivery capacity, which is the engineering ceiling this design reaches toward, not the starting point. CNN Plus launched in March 2022 and shut down within a month, a cautionary lesson that subscription news video needs differentiated daily-habit content and clean rights before architecture matters. These are company-reported figures used for context.
For capacity planning, this answer assumes a fictional mature outlet, Meridian News: 40 million MAU, 8 million DAU, 1.2 million paying subscribers, 300 new VOD assets per day, 20 live events per day, and 2 major breaking spikes per month reaching 2 million concurrent viewers. Every uncited number below is a stated design assumption, target, or budget.
The four architectural planes
- Publishing plane: editorial CMS, rights and monetization policy, packaging pipeline, publication signing.
- Entitlement plane: identity, subscription state, metering, paywall decisions, license issuance.
- Delivery plane: packaging, manifests, DRM, ad insertion, multi-CDN, playback telemetry.
- Engagement plane: notifications, recommendations, analytics, experimentation.
A strong interview keeps these planes separate. Delivery may degrade without weakening entitlement enforcement, and the engagement plane may lag without ever blocking a breaking-news live stream.
Key Highlights
- •Separate the publishing plane (editorial, strongly consistent) from the delivery plane (bursty, cache-heavy); they meet at one signed publication bundle.
- •Every playback is a rights, geo, entitlement, and packaging decision, not just a CDN fetch.
- •Breaking-news spikes multiply concurrency 10-50x in minutes; the paywall must stay enforced exactly during the spike when subscriptions are sold.
- •Company-reported context: WSJ hard paywall since 1996, NYT metered paywall since March 2011 with 10M+ digital subscribers, Netflix Open Connect at 100+ Tbps.
- •All uncited scale and SLO values in this answer are explicit design assumptions for the fictional Meridian News outlet.
Section Rescue Kit
Buzzwords to use:
Safe statements:
- "I will separate editorial publishing from playback delivery before choosing any storage or streaming technology."
- "The paywall is an entitlement decision that happens before any video bytes move, so let me define that decision first."