After his championship season, he originally ventured out to the Middle East to play in the Israeli Premier League with Ashdod.[11] Throughout his time with Ashdod, he made his first appearance in a continental tournament by participating in the 2005–06 UEFA Cup.[12] He completed the season with league rivals Hapoel Kfar Saba.[13][11]
In the summer of 2009, he was originally linked with a move to Borac Banja Luka but he ultimately secured a deal with Bosnian side Olimpik Sarajevo.[17][18] After a short stint in the country's capital, he departed during the winter transfer market.[19] He returned to Greece to play in the second division with Diagoras.[20] Shortly after his contract was terminated by the club.[21]
After a brief stint in Greece, he returned to the Bosnian premier league in the summer of 2010 to sign with Leotar.[22] His tenure with Leotar was short-lived as his contract was mutually terminated in the winter of 2011.[23] League rivals Rudar Prijedor acquired Rajović for the remainder of the season.[24][25] He left Rudar after the conclusion of the season.[26]
In 2012, he played in the Canadian Soccer League with the Serbian White Eagles.[28][29] In his debut season in the inter-provincial league, he finished the campaign as the club's top goal scorer with 18 goals from 22 appearances.[28] On the club side, he helped the team secure a playoff berth by finishing sixth in the league's first division.[30] In the opening round of the postseason, the western Toronto side defeated SC Toronto.[31] Ultimately, the Serbs were eliminated from the competition in the semifinal round by rivals Toronto Croatia.[32]
In early 2013, Rajović returned to the Indochina region, where he played in the Myanmar National League with Yadanarbon.[33] For the remainder of the 2013–14 season, he returned to the Bosnian second-tier to sign with Modriča.[34] Following a season with Modriča, he was transferred to Orašje.[35] He had a brief stint in the regional Croatian circuit with Mladost Antin for the first portion of the 2015–16 season.[36] Rajović returned for the remainder of the campaign to his former club Orašje.[37]
In 2018, he returned to the Canadian circuit to become a player-coach for Scarborough SC.[38] Where he won the league championship in 2019.[39]
In 2018, he was appointed as a player-coach for Scarborough SC in the Canadian Soccer League.[41] In his debut season as a manager, he led the Toronto side to a playoff berth by finishing fourth in the first division. They would defeat Hamilton City in the opening round of the postseason.[42] In the next round, Scarborough successfully defeated FC Ukraine United to qualify for the CSL Championship final.[43] Scarborough would face Vorkuta in the championship finals, where they were defeated in a penalty shootout.[44]
The following season the club finished as runners-up in the division and secured a postseason berth.[45] In the playoffs, Rajović led the eastern Toronto team to the championship finals for the second consecutive season where they defeated Ukraine United.[46][47] In 2020, he secured the club's first divisional title.[48] For the third consecutive time, he led the club to the championship finals where they were defeated by Vorkuta.[49][39]
In 2021, Rajović became the assistant coach for the Serbian White Eagles, and shortly after was promoted to head coach.[50] He helped the team clinch a playoff berth and was eliminated in the first round by his former club Scarborough.[50] He held this position until April 2022.[51]
^"Zoran Rajović". archive.li. 22 February 2013. Archived from the original on 22 February 2013. Retrieved 14 December 2018.
^Karać, Goran (21 September 2009). "Šipovac novi direktor FK Boraca" [Šipovac is the new director of FC Boraca]. Nezavisne novine (in Serbian). Retrieved 16 February 2024.
^Škorić, E. (21 May 2018). "Pamtite li sve topnike Premijer lige?" [Do you remember all the Premier League Gunners?]. sportsport.ba (in Bosnian). Retrieved 16 February 2024.
^Beganović, A. (22 September 2009). "Zoran Rajović na korak do Borca" [Zoran Rajović is one step closer to Borec]. sportsport.ba (in Bosnian). Retrieved 15 February 2024.
^Beganović, A. (23 September 2009). "Zoran Rajović potpisao za Olimpik" [Zoran Rajović signed for Olimpik]. sportsport.ba (in Bosnian). Retrieved 15 February 2024.
^Beganović, A. (31 January 2010). "Rajović između Slobode i Sarajeva" [Rajović between Sloboda and Sarajevo]. sportsport.ba (in Bosnian). Retrieved 15 February 2024.
^Banović, D. (9 May 2010). "Zoran Rajović stigao u Leotar" [Zoran Rajović arrived in Leotar]. SportSport.ba (in Bosnian). Retrieved 14 December 2018.
^Banović, D. (19 January 2011). "Rajović napustio Leotar" [Rajović left Leotar]. sportsport.ba (in Bosnian). Retrieved 15 February 2024.
^Basara, Slavko (27 March 2011). "Zoran Rajović: Nisam pogrešio u izboru kluba" [Zoran Rajović: I did not make a mistake in choosing the club]. Glas Srpske (in Bosnian). Retrieved 14 December 2018.
^Banović, D. (28 February 2011). "Zoran Rajović u Rudaru!" [Zoran Rajović in Rudar!]. sportsport.ba (in Bosnian). Retrieved 15 February 2024.
^Beganović, A. (4 June 2011). "Jevtić napustio Rudar" [Jevtić left Rudar]. sportsport.ba (in Bosnian). Retrieved 15 February 2024.
^Škorić, E. (13 July 2011). "Rajović karijeru nastavlja na Tajlandu" [Rajović continues his career in Thailand]. sportsport.ba (in Croatian). Retrieved 15 February 2024.
^Vujcic, Djuradj (16 November 2022). "Re-Cap of 2022 Signings". serbianwhiteeagles.ca. Archived from the original on 4 February 2024. Retrieved 15 February 2024.