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We show how the Autonomous System (AS)-based distribution of RIPE Atlas probes is heavily skewed which limits possibilities of measurements sourced from a specific origin-AS. We discuss the significance of probe calibration and how we leverage it to identify load issues in older hardware versions (38.6% overall as of Sep 2014) of probes. We show how performance measurement platforms (such as RIPE Atlas, SamKnows, BISmark and Dasu) can benefit from each other by demonstrating two example use-cases. We also open discussion on how RIPE Atlas deployment can be made more useful by relaying more probe metadata information back to the scientific community and by strategically deploying probes to reduce the inherent sampling bias embedded in probe-based measurement platforms.<\/jats:p>","DOI":"10.1145\/2805789.2805796","type":"journal-article","created":{"date-parts":[[2015,7,17]],"date-time":"2015-07-17T13:21:25Z","timestamp":1437139285000},"page":"35-42","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":65,"title":["Lessons Learned From Using the RIPE Atlas Platform for Measurement Research"],"prefix":"10.1145","volume":"45","author":[{"given":"Vaibhav","family":"Bajpai","sequence":"first","affiliation":[{"name":"Jacobs University Bremen, Bremen, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Steffie Jacob","family":"Eravuchira","sequence":"additional","affiliation":[{"name":"Jacobs University Bremen, Bremen, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"J\u00fcrgen","family":"Sch\u00f6nw\u00e4lder","sequence":"additional","affiliation":[{"name":"Jacobs University Bremen, Bremen, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2015,7,13]]},"reference":[{"key":"e_1_2_1_1_1","unstructured":"V. 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