The Problem
Teams hardcode a single search API provider throughout their codebase. When that provider changes pricing (Brave killed its free tier), gets acquired (Tavily by Nebius), or shuts down (Google CSE ending web search), migration means finding and updating every API call across the codebase. The 2025-2026 search API market has been volatile enough to make single-vendor dependency risky.
The Scavio Solution
Build a thin abstraction layer over your search API calls. Define a common interface, implement it for your current provider (Scavio), and configure the provider via environment variable. If you ever need to switch, you implement one new adapter instead of touching every file. Scavio's multi-platform coverage already reduces lock-in by replacing 3-6 specialized vendors with one, but the abstraction layer protects against even that single dependency.
Before
50+ files directly import and call SerpAPI. SerpAPI raises prices from $25/mo to $50/mo. Migration estimate: 2 weeks of developer time to find, update, and test every call site.
After
50+ files call your SearchProvider interface. Provider swap is one new adapter class + one env var change. Migration estimate: 2 hours. Tested once in the adapter, works everywhere.
Who It Is For
Engineering teams who have been burned by search API pricing changes, acquisitions, or shutdowns and want to protect against future vendor disruptions.
Key Benefits
- Provider swap requires one adapter change, not codebase-wide updates
- Environment variable controls which provider is active
- A/B testing between providers becomes trivial
- Scavio's 6-platform coverage already reduces vendor count from 3-6 to 1
- Abstraction adds less than 20 lines of code to your codebase
Python Example
import requests, os
from abc import ABC, abstractmethod
class SearchProvider(ABC):
@abstractmethod
def search(self, query: str, platform: str = "google") -> dict:
pass
class ScavioProvider(SearchProvider):
def __init__(self):
self.key = os.environ["SCAVIO_API_KEY"]
self.url = "https://api.scavio.dev/api/v1/search"
def search(self, query: str, platform: str = "google") -> dict:
resp = requests.post(
self.url,
headers={"x-api-key": self.key, "Content-Type": "application/json"},
json={"query": query, "platform": platform, "country_code": "us"},
timeout=10,
)
resp.raise_for_status()
return resp.json()
# Add new providers by implementing SearchProvider
# class TavilyProvider(SearchProvider): ...
# class SerpAPIProvider(SearchProvider): ...
PROVIDERS = {"scavio": ScavioProvider}
def get_search_provider() -> SearchProvider:
name = os.environ.get("SEARCH_PROVIDER", "scavio")
return PROVIDERS[name]()
# Usage: same interface regardless of backend
provider = get_search_provider()
results = provider.search("best CRM tools 2026")
print(f"Results: {len(results.get('organic_results', []))}")JavaScript Example
// searchProvider.js -- thin abstraction layer
class ScavioProvider {
constructor() {
this.key = process.env.SCAVIO_API_KEY;
this.url = "https://api.scavio.dev/api/v1/search";
}
async search(query, platform = "google") {
const res = await fetch(this.url, {
method: "POST",
headers: {"x-api-key": this.key, "Content-Type": "application/json"},
body: JSON.stringify({ query, platform, country_code: "us" }),
});
if (!res.ok) throw new Error(`Search failed: ${res.status}`);
return res.json();
}
}
// Add new providers by implementing the same interface
// class TavilyProvider { async search(query, platform) { ... } }
const PROVIDERS = { scavio: ScavioProvider };
function getSearchProvider() {
const name = process.env.SEARCH_PROVIDER || "scavio";
return new PROVIDERS[name]();
}
// Usage: same interface regardless of backend
const provider = getSearchProvider();
const results = await provider.search("best CRM tools 2026");
console.log(`Results: ${(results.organic_results || []).length}`);Platforms Used
Web search with knowledge graph, PAA, and AI overviews
Amazon
Product search with prices, ratings, and reviews
YouTube
Video search with transcripts and metadata
Walmart
Product search with pricing and fulfillment data
Community, posts & threaded comments from any subreddit
TikTok
Trending video, creator, and product discovery