Coding questions · Anthropic
Design a single- and multi-threaded web crawler
This question evaluates skills in web crawling, URL parsing and fragment sanitization, graph traversal for deduplication, and concurrent programming for thread-safe crawling, and it falls under the Coding & Algorithms domain.
Web Crawler (single-threaded, then multi-threaded)
You are given:
- A starting URL
startUrl(e.g.,"http://news.example.com/a/index.html"). - An interface
HtmlParserwith a methodgetUrls(url)that returns all URLs found on the page aturl.
Your task is to crawl web pages starting from startUrl and return all unique pages that are reachable by following links, subject to the rules below.
Rules
- Same-hostname only: Only crawl pages whose hostname is the same as the hostname of
startUrl.- The hostname is the part between the scheme (
http://orhttps://) and the next/.
- The hostname is the part between the scheme (
- Fragment handling: URLs may contain a fragment part starting with
#(e.g.,http://a.com/x#section2).- You must strip the fragment (remove
#and everything after it) before:- deciding whether you have already visited the URL (deduplication), and
- including the URL in the returned result.
- Example:
http://a.com/x#p1andhttp://a.com/x#p2should be treated as the same page:http://a.com/x.
- You must strip the fragment (remove
- No other normalization: Do not perform other URL normalization (e.g., do not canonicalize trailing slashes, default ports, query parameter ordering, etc.). Only strip the fragment.
Part A — Single-threaded
Implement a single-threaded crawler that returns the set/list of visited URLs (after stripping fragments), restricted to the same hostname.
Part B — Follow-up: Multi-threaded
Now implement a multi-threaded crawler to speed up crawling.
- Multiple worker threads may call
HtmlParser.getUrlsconcurrently. - Your solution must be thread-safe and must not crawl the same sanitized URL more than once.
Output
Return all unique sanitized URLs that are reachable from startUrl and satisfy the hostname constraint.
Assumptions / Notes
HtmlParser.getUrls(url)is a black box and may be slow (network/IO-like).- The link graph may contain cycles.
- URLs returned by
getUrlsare absolute URLs.
Part 1: Single-Threaded Web Crawler
You are given a starting URL start_url and a dictionary web that simulates HtmlParser.getUrls(url). For any crawled page u, its outgoing links are web.get(u, []).
Crawl all pages reachable from start_url using a single thread, with these rules:
- Only crawl URLs whose hostname matches the hostname of
start_url. - Before checking whether a URL was already visited, strip its fragment part (
#...). - Return each page only once, using its fragment-free form.
- Do not perform any other normalization. For example,
http://a.com,http://a.com/, andhttp://a.com:80are all different URLs.
To make the output deterministic, return the visited URLs as a lexicographically sorted list.
Notes:
webkeys represent fragment-free page URLs.- If a crawled page is missing from
web, treat it as a page with no outgoing links.
Constraints
- 0 <= len(web) <= 10^4
- 0 <= total number of links across all pages <= 5 * 10^4
- All URLs are absolute and start with
http://orhttps:// - Only fragment stripping is allowed; no other URL normalization may be applied
- The link graph may contain cycles
Examples
Example 1
Input: ('http://news.example.com/a/index.html#top', {'http://news.example.com/a/index.html': ['http://news.example.com/b#section', 'http://other.example.com/x', 'http://news.example.com/c', 'http://news.example.com/b#other'], 'http://news.example.com/b': ['http://news.example.com/c#frag', 'http://news.example.com/a/index.html#again'], 'http://news.example.com/c': ['http://news.example.com/c#self']})
Output: ['http://news.example.com/a/index.html', 'http://news.example.com/b', 'http://news.example.com/c']
Explanation: The crawler starts at the fragment-free URL http://news.example.com/a/index.html, ignores the external hostname, removes fragments before deduplication, and reaches pages a, b, and c.
Example 2
Input: ('https://a.com/home', {'https://a.com/home': ['https://a.com/about#team', 'https://b.com/out', 'https://a.com/about#company'], 'https://a.com/about': ['https://a.com/home#top', 'https://a.com/about#self']})
Output: ['https://a.com/about', 'https://a.com/home']
Explanation: Only URLs on hostname a.com are crawled. The two fragment variants of the about page collapse into one visited URL.
Hints
- Strip the fragment from every URL as soon as you read it, before deduplication.
- A DFS or BFS with a
visitedset is enough once you can extract the hostname.
Approach
This is a single-threaded graph traversal (iterative DFS) over the simulated web, where each page is a node and its web.get(u, []) links are directed edges.
Setup. Two helpers do the URL handling:
strip_fragment(url)cuts everything from the first#onward, giving the fragment-free form used for dedup and output.get_hostname(url)finds the authority between://and the next/,#, or?, then drops any:port(and unwraps[...]for IPv6 literals), returning the lowercased host. Note it ignores scheme and port, so only the bare host is compared.
We clean start_url, compute start_host, and bail out with [] if it can't be parsed.
Traversal. A stack (so this is DFS, not BFS) seeded with start_clean drives the loop. For each popped URL we:
- strip its fragment,
- skip it if its hostname differs from
start_host, - skip it if already in
visited, - otherwise mark it visited and push every neighbor whose fragment-free form has the matching host and isn't yet visited.
Why it's correct. Fragment stripping happens before the visited check, so .../b#section and .../b#other collapse to one node — matching rule 3. The hostname guard enforces rule 1, and because no other normalization is applied, http://a.com, http://a.com/, and http://a.com:80/ stay distinct keys (rule 4) yet all share host a.com. The visited set breaks cycles, guaranteeing termination. Finally sorted(visited) returns the lexicographically ordered unique pages.
- Time complexity: O(V + E + V log V)
- Space complexity: O(V + E)
Part 2: Multi-Threaded Web Crawler
You are given the same simulated web as in Part 1: a starting URL start_url and a dictionary web where web.get(u, []) represents the URLs returned by HtmlParser.getUrls(u).
Implement a multi-threaded crawler that follows the same rules:
- Only crawl URLs whose hostname matches the hostname of
start_url. - Strip fragments (
#...) before deduplication and before adding a URL to the result. - Do not perform any other normalization.
- The same sanitized URL must never be crawled more than once, even when multiple threads run concurrently.
Return the final set of visited pages as a lexicographically sorted list.
Notes:
webkeys represent fragment-free page URLs.- If a crawled page is missing from
web, treat it as having no outgoing links. - Your design should be safe under concurrent crawling: no page crawled twice, no lost pages.
- Language note: Java and C++ can spawn real threads in this console. The Python sandbox runs single-threaded, so submit a correct sequential traversal in Python and describe the locking and queue design in your answer. The grader compares the final sorted list, which is identical either way.
Constraints
- 0 <= len(web) <= 10^4
- 0 <= total number of links across all pages <= 5 * 10^4
- All URLs are absolute and start with
http://orhttps:// - Only fragment stripping is allowed; no other URL normalization may be applied
- The link graph may contain cycles
- The design must be safe under concurrent crawling (see the language note above)
Examples
Example 1
Input: ["http://site.com/root",{"http://site.com/a":["http://site.com/c","http://site.com/d#frag"],"http://site.com/b":["http://site.com/d","http://site.com/root#again"],"http://site.com/c":[],"http://site.com/d":[],"http://site.com/root":["http://site.com/a#1","http://site.com/b","http://other.com/x"]}]
Output: ["http://site.com/a","http://site.com/b","http://site.com/c","http://site.com/d","http://site.com/root"]
Explanation: Different threads may discover d and root through multiple paths, but each sanitized URL should be processed once.
Example 2
Input: ["https://x.org/start",{"https://x.org/p":["https://x.org/q#later"],"https://x.org/q":[],"https://x.org/start":["https://x.org/p#one","https://x.org/p#two","https://x.org/q"]}]
Output: ["https://x.org/p","https://x.org/q","https://x.org/start"]
Explanation: Edge case: the same page is discovered with different fragments, so thread-safe deduplication is essential.
Hints
- Mark a URL as visited before handing it to a worker, not after you crawl it. That single ordering is what stops two workers racing onto the same page.
- A thread-safe work queue is the natural way to hand pages to workers — be ready to say how you would size the pool and decide the crawl is finished, which is what the interviewer is probing.
- Language note: Java and C++ can spawn real threads here. The Python sandbox runs single-threaded (thread creation is disabled), so write a correct sequential traversal in Python and describe the locking design in words — the grader compares the final sorted list, which is the same either way.
Approach
The reference solution treats this as a graph reachability problem and solves it with a standard single-threaded BFS — the locking the prompt describes is encapsulated as "internal coordination," so a sequential traversal produces the same final visited set.
Two helpers do the URL work:
sanitize(url)strips fragments by returningurl.split('#', 1)[0]— everything before the first#. This is the only normalization applied, matching the rules.get_host(url)extracts the hostname: it locates://, then takes the substring up to the next/. Crucially this keeps the port (h.com:8080stays distinct fromh.com), which is why test 4 correctly rejectshttp://h.com/a.
The traversal:
- Sanitize
start_urland record its host astarget_host. - Seed
seen = {start}and adequewithstart. - Pop a page
cur, look up its outgoing links viaweb.get(cur, [])(a missing page yields[], so absent pages contribute no links). - For each link: sanitize it, skip it if its host differs from
target_host, and otherwise add it toseenand the queue only if not already seen. - Continue until the queue drains, then return
sorted(seen).
Why it's correct: the seen set guarantees every sanitized same-host URL is enqueued exactly once, so cycles in the link graph terminate and no page is crawled twice. Filtering on the sanitized host before insertion enforces the same-hostname rule, and fragment stripping before both the dedup check and the result guarantees /d#frag and /d collapse to one entry. The final sorted call returns the lexicographically ordered list.
- Time complexity: O((V + E) · L)
- Space complexity: O(V · L)